{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# OCR : Image Recognition Project for Beginners\n",
    "\n",
    "> Divyanshu Vyas | Oil and Gas Data Science/Machine Learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1797, 8, 8)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.datasets import load_digits\n",
    "digits = load_digits()\n",
    "digits.images.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import matplotlib.pyplot as plt\n",
    "# fig, axes = plt.subplots(10, 10, figsize=(8, 8),subplot_kw={'xticks':[], 'yticks':[]},gridspec_kw=dict(hspace=0.1, wspace=0.1))\n",
    "# for i, ax in enumerate(axes.flat):\n",
    "#     ax.imshow(digits.images[i], cmap='binary', interpolation='nearest')\n",
    "#     ax.text(0.05, 0.05, str(digits.target[i]),transform=ax.transAxes, color='green')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x187ce603760>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(digits.images[100],cmap='binary')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting Numbers with correct Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=5,ncols=5,figsize=(8,8),subplot_kw={'xticks':[], 'yticks':[]})\n",
    "\n",
    "#ax.flat returns each axis and its index number of a 2D axes canvas in a 1D axes series. \n",
    "#In our case, it will return index no. from 1-25 and each axes sheet.\n",
    "\n",
    "for imno, ax in enumerate(ax.flat):\n",
    "    ax.imshow(digits.images[imno],cmap='binary')\n",
    "    ax.set_title(digits.target[imno],color='red')\n",
    "    \n",
    "\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Each Pixel is treated as a feature. Hence, 8x8 = 64 features for each image example. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1797, 64)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "digits.data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = digits.data\n",
    "Xdf = pd.DataFrame(data=X,columns=range(64))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = digits.target\n",
    "y = y.reshape(1797,1)\n",
    "\n",
    "Xdf['y'] = y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = Xdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>55</th>\n",
       "      <th>56</th>\n",
       "      <th>57</th>\n",
       "      <th>58</th>\n",
       "      <th>59</th>\n",
       "      <th>60</th>\n",
       "      <th>61</th>\n",
       "      <th>62</th>\n",
       "      <th>63</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1787</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1788</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1789</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1790</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1791</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1792</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1793</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1794</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1795</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1796</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 65 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        0    1     2     3     4     5    6    7    8    9  ...   55   56  \\\n",
       "1787  0.0  0.0  10.0  16.0  15.0   1.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "1788  0.0  0.0   0.0   1.0  12.0   6.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "1789  0.0  0.0   8.0  16.0   3.0   0.0  1.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "1790  0.0  0.0   5.0  12.0   8.0   0.0  1.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "1791  0.0  0.0   0.0   3.0  15.0   4.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "1792  0.0  0.0   4.0  10.0  13.0   6.0  0.0  0.0  0.0  1.0  ...  0.0  0.0   \n",
       "1793  0.0  0.0   6.0  16.0  13.0  11.0  1.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "1794  0.0  0.0   1.0  11.0  15.0   1.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "1795  0.0  0.0   2.0  10.0   7.0   0.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "1796  0.0  0.0  10.0  14.0   8.0   1.0  0.0  0.0  0.0  2.0  ...  0.0  0.0   \n",
       "\n",
       "       57    58    59    60    61   62   63  y  \n",
       "1787  0.0   6.0  13.0  10.0   4.0  0.0  0.0  5  \n",
       "1788  0.0   0.0   0.0  14.0   9.0  0.0  0.0  4  \n",
       "1789  0.0  10.0  16.0  10.0   1.0  0.0  0.0  8  \n",
       "1790  0.0   6.0  12.0  12.0   3.0  0.0  0.0  8  \n",
       "1791  0.0   0.0   1.0  16.0   4.0  0.0  0.0  4  \n",
       "1792  0.0   2.0  14.0  15.0   9.0  0.0  0.0  9  \n",
       "1793  0.0   6.0  16.0  14.0   6.0  0.0  0.0  0  \n",
       "1794  0.0   2.0   9.0  13.0   6.0  0.0  0.0  8  \n",
       "1795  0.0   5.0  12.0  16.0  12.0  0.0  0.0  9  \n",
       "1796  1.0   8.0  12.0  14.0  12.0  1.0  0.0  8  \n",
       "\n",
       "[10 rows x 65 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.imshow(digits.images[1795])\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "Xtrain, Xtest, ytrain, ytest = train_test_split(X, y, random_state=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Algorithm 1 : Gaussian Naive Bayes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:73: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "model = GaussianNB()\n",
    "model.fit(Xtrain, ytrain)\n",
    "yp_gnb = model.predict(Xtest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import accuracy_score,confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8333333333333334"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(ytest,yp_gnb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "sns.heatmap(confusion_matrix(ytest,yp_gnb),square=True, annot=True, cbar=False);\n",
    "plt.xlabel('predicted value');\n",
    "plt.ylabel('true value');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting Numbers with predicted labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=5,ncols=5,figsize=(8,8),subplot_kw={'xticks':[], 'yticks':[]})\n",
    "\n",
    "#ax.flat returns each axis and its index number of a 2D axes canvas in a 1D axes series. \n",
    "#In our case, it will return index no. from 1-25 and each axes sheet.\n",
    "\n",
    "for imno, ax in enumerate(ax.flat):\n",
    "    ax.imshow(digits.images[imno],cmap='binary')\n",
    "    ax.set_title(yp_gnb[imno],color='red')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dimensionality Reduction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = PCA(n_components=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_2D = pca.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['PCA1'] = X_2D[:,0]\n",
    "df['PCA2'] = X_2D[:,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "#visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZxZGjtKvmK999hTBR+ELSiBImSg0Spdp1KQJNPuMy7L0+9voWi2XlWEFisawhVjrP5T1v28Z73rbtorW+LnfePt9hwHXxvYQtxRy/+/M3c/OWwRWdZ3FK6uRsnS/+9UtUg4Qo0czVAoJYkWiQAubrAY+/dJbbd65vR456rfHpkyUSZWpS4latiI41CE0+45D15EXpOLJYLBcXm7KxWNYQS9MdMbUg5mw14NR8oytVkt60396KVPz1sZklE4MvhHfuGcWRcGq+QSOKKTdDjp2pcqYc0AgT5mshn3vkBR5/6ewF7SdNSf2zW9/A/XffxNiAz0SpQT0yYsTENuD5M1V+42tPLZtmkVKwb9d66mFMPUwwpbYGBSgN/b7XFlOvpePIYrFcfGyExGJZY6Tpjvu/eZQXzlSJWt0qrpRsHcp1vXY19uyL6TxGLYgJIkW5EaE0SDQaIxiakeLpkyXuOXB41UP0bt2+jrSBRgo6OnlM4et0JeD+bx7lGx++o6fh2mMvztDnO8SJJogVqSgRreNVg4j1/aYwd7UdRwBaacLxCqoeI/Mu3qZ+hE37WCyvCStILJY1SrkRkfMk6/oypsVVwEQpaAsCgHsOHKYaxAzlM2QcSZgoY89+4DDvf/t2tgzmmKtHDPZ5rO/zl6R1Uu+RuXpIECmixEQtUiSYLptWt0usFLM1Vl2bcfh0iRfOVBGA53SnpDwpiRLF85NVDp8ucfPWwa73pp1AI4UsvidphAmn5xtEscZzBbrVEt2MFFlPrrrjKJyocvZ/TJFMNdGJQjgSdyRHYf9WsjsHz38Ai8XSEytILJY1RuoJUgsTtgzlu27aWc+kcv7g0WOAOKc9+6f+4ggajdYm3VHMuty4aaAdPUnPM1cPqTbjLiHSXgugMd0rrtBEStOMEo6Ol3qKhvPxw1fniJTCEWlsQ7e7bYQQLVt6xQ9Pzi85dmcnkMC41o4N5Dg912h175hBfLUwZr6hV9Vx1DxeovrdCZxZFyfvIRwXEkU0UWPuwIsM3b3LihKLZZXYGhKLZY1x+HSJoxNlMo6kGakuk7C0WPO5yQrPT1aWtWdPEiMelDJiRGlNuRm3Uy6Hjs20Iw6NUPUUIymxMpGRSGmUNhOIz9ajC26rPXRshi8//ipaQ6wgjBVhrEg6TdBa/ys6HlJKc/hUiZdnagBdpnD9vsvmoRxZz0FpjdK61QlU4L67b+LW7es4fKq0ZJBfL7TSVB87CZFCFjMIz0FIgfAcZDGDDhIqB0+iremaxbIqbITEYllDHDo2w6f/8iiztRApBEIE+K5kQ8G0ykKrWDPRwCJ7djTTlQCldbvc03EErpRobQRKohSVZswDB4/zz++4nnoYdzmqCjpLRReIEo3q8A0RwOn5xnnrSZTSHBkv851jM3z5u69QD+KucygNUazAlUhh5uZ4juTHtg22r0e7dThWlJsx842QzYO59iyfft8ln5Gcnm+yeTDHfXffxE2bB3j8pbO890vfX3F9TTReJZ5qIIYkIlpqSifzLvFUg2i8SmZLYZnvoMViWQ4rSCyWi0B6Y52thwzlXNY7F/9TclrPMV+PWhN2zY2wESlOzzXYPJSj33fb04AFC74hGtMS3IiSrht+akgmhHFbDRPFUF+G41NV5msRncEJsZwa6SB9ie86bB7McqYctutJgPY1Gsx5/OjUPH/6xEkmSw3m6qZI1nMErhREaqFYVmP8TYQ2/79lKMeesWL7eqQ1MkN5ie+FTJSanJitMzaQYzDntZ1cB3Men/iZ3dy8dXDJezvra5YTUaoeoxMFcpnAsiPRKkbV4wv5tloslhZWkFgsr5HFnSwZB35ii8e7bnX5iV0bLuhYncKm0zukc5bM5qEsr541tRquNEWlkTLD6fJenvl6xJtGC4DguckK/b5iphrSiBKSRekEZVpl2q21WoMjBIFSDOU91vX7lJqtG+wKxYgQMDrgI4Vse3189fsn2kZttSChHsZESrfPm8ZgwkW5ofQr3RIjxo8k5Jf/7ycoNcIlNTLDfT6eIzk932CmGhDGRpx1msItnsvTWV8zWlzeME3mXYQjQS0jOBKFkBKZt39WLZbVYH9zLJbXQK9P2lGScHK2wScfOsyn737zqtprF6cQClmvPUtGCsmGgt8u1nSkwJGm7fb0fJPBvMeH3rETgN/42lOcmK2bG3+P2s1IaYTSCGGEiBCQaOPsuq7f55dvu45/89+OAOfVI20xsrGQpd836RLfkUyHCf/xf75IojW+K6lHRoyk71nuuOmaUw2VcQRjAzkyruSZ8RKVZsxo0V8y06eQ9dg2LJivh7z7LZvZNJjjx7YNctNmY362eC5P1znPYZjmberHHcmhq0200EtM6VQ9xhvrw9vUf54rZbFYemEFicWySs71SXso63Gskqy4/fV8KYRf+PGtXbNk0mLN6UpAEJt5NWk6456f2d2OBIwUfGZrxvjLpF+W3v516zmlNVnXtMveuKlIqRHytR+cWPH1kMBIwWdDwW8/FiQJzShBoNk8mOPV2foFGbNpveAhsnUoT75VJzOQdSnVI+brUU9hESemSPf/+ZtTSCG6xF2k9DnnAfmOpNTDME1IQf++rcw8UkLNhoi8B46ERKHqMcJ3KOzfav1ILJZVYgWJxbJKVvtJezErSSF8+8iZnrNk+nyHZqhMCiTRfPrum9rtsEfGy5ythrxhOA8IoiRhomzSGMsRKdMOu2/Xej5x4DDjpSaShZTKuVDATDUkl3HNLBqtmamGaA3r+32C2JiVCSHoKk5ZhvQVAshlXHL+wuwez3Fw5IKvSC6z8Fw1iBkvmeiRK0W7w+bZ8TL3HDjM+96+fcm1TOfmxEqZwtllDNOyOwbor47h/U3d+JCoGCEl3lif9SGxWF4jVpBYLKtk8QTcxfiOZF7F57UmX4mwOVNqsHEgx6m5RtcsGYEwJl8Nze6xQjst0bk+33VMhCY0qQXXMTUpnYGKND3iSsH73r6dh589Q6kRAeC5stWKq+gV3HA6IgKx0kzMmwLbUiPGdyVamSLXWhgbzxOxfLdOLzRGfHVO/81mJL7rUI8SokSRoyUstGaq3CRq+Y7M1o0gEoJWOk3zrWcm2b6hj+cmq4wWJbUwWRJpKuY8So3e37fMWD/r3ns9yWTdOrVaLBcR60NisaySzgm4vVipNflKhE2s4OYtA12zZJTSNKKEyXLQ0+Rr8fpipdAaXCHIuBLPEThSsLHg84Z1ea5b10cx66EUHJ+qks+47ZSJIwUZR+J2LFG0/2uOl566GStK9ZDdYwU+8pO76PMdwkThSmnqWETvepZzUWlG3X4rCAbzGaQQlBqme0gpzXwjas2xMUhhunakEDRjRSOKOTpR4qf2jtHnO7xytsaJszXqQdzelCMFSsEnH3pmWR8VIQWZLQWyNwyR2VKwYsRiuQhYQWKxrJJ0uuxcvftmCQuTd3eM9J/Xmvx8wma+EVFuRvyPwxMmPROYotlT8w3qQdw2+UrrRg6fKvFXz0/xwpkKQ3nPeI+oBUHQ2bmS8xw2FH0KWQ8pTa2FFsZXJOs5Xa8XQnRFKWChO8dpiRxXGrHxD//2Vh78lbfxnrdta18j3xX4riRR3VGVlVAPk65Ik9Ym/XPjWIG9m4vUg5ipakCtaaI6shURMV4tRpB4HQZw5UZIwXepBQmJNummODEeJ1uG8mwbzlENTA3QaocRWiyWC8OmbCyWVZJO3r3nwGEmywGDeQ/fkYRJwpyK6PczK7ImT4XN0YlKVzoGTGRgotTAkYLBnIfvOgRxwkw1xHclH/o7O3nP27YhpWh36Tw7XqLcNBEUIcxNuDYVs74/gytFa+icGca3vj9DMzQzakqNiL2bi7xl6yCeY4ba+a6kESm81keXTuGVdtWkyxWYCcMq0YwN5tr7Tq/RmUpIIevSjAI6zFRXhAbOlJt4UuK5Zg5Nv+/w8Z/eza3b17VbpZ8+Mc/v/c8XkFL0TH9JIUiU5v/6/15p28kLYdaeaE3Saju+kBogi8VycbAREovlNZBO3t09Vmh/Sq8HMVuHc/zWz61s4m0qbPp9M4cmTT80opjT8w0A1vf5xMpEBbKew5ahHImGbx+ZBBa6dJ4+Od8hRkznjMAUzk6UAhqRqQNRGhKtGJ9v8PJMjRNzdSpBTKkRUa5HjBSzTFVCEzmhVTwaK+JFwQIpRKsexLi8pm3IN3fcwNNrNDbgc7YatSMSF0qiYLzUoNaMuqJCUgpu2jLA/hs28OYtA23fFr2oSkWjzeMagihhIOcaQzhH4jqSjCNRwHSlidbaON726LaxWCyXBhshsVheI7fvXN/1Kd04tTYZHV13Qce47+6b2j4kJaXbJh2elMzUgnZxZmoVn36CP3y6xAMHj1NpRoSJatnGs6RqNJ2g25dxmG9EJAqS1osEMJj3ODFb5/1/9CQZR1ILYqpB1JW2WUzcaqENIkHSSudIDb/78PN86B07uwRZuRmTzzjkMxl8T1IPE86UgxVfo/6MRErJx975Ju5+y+aekad1/T7FrEepEbXEkblmWhvbeSHSvWbwHKf9nBALbrVp5w6CFdUAWSyWi4MVJBbLRSD9lA6glGJqauU32pTFwuZ/HZ3iy999BSl1V/1HahU/NpAlUpofnpzn+FQVKSTNyNRQiPRfekFMONKYnpWb0RKBoYHZWti+QUsEm4dyTJabhIvCIrLDrAzSib8GV8LGos9zk9W2Bfut29eZ6cRBzJahXDuV0mkNvxKqoQIU//F/vcjYQLZn9GnPpiI3biryo1PzxImJKHUKOTBD+4w9vamrCeMEzzUTglO32ihR1MKE3WOF89YAWSyWi4NN2VgsVxCpsHn7zvU8fWq+7aC6uDgz0ZqpSoArzOTbKDFCo02PspVYmdTNcpN7NUZoOBIipfAciSMW/kQIaBWmOniLohOOgHxGMlLI4jmSgaxLNTBD+g6fLi1pa9ZaM1lqrliMdHJits5vfO2pnh0wafor65nOHq11+58wUThSoIGTcw1OzzUIY1PUGkbKTANurajUiHp2LlkslkuHjZBYLFcgR8bLTJWb+K5DlCgkut3hIoTAkZogTtg4UGhPvo2X6dLpZCUCoDVcl3oYtwtgF95r1uA6Ek2Caj2d912C2EwTTotdXSl5drzMD0/OL2lrnq2HJi1ygaR+KbO1kD949Nh5XXBFyw4fTD1NNYhNFEh129YrTKomTWvt3VxcknKyWCyXFitILJYrkNSbZKToMzHfXFoPkZhi1Xfu2chNmwcYKfpMV4N2CiRNU6yUxakTrTVnayFqUTtzojTSSaMcC49XmjEKc/P3WumlME4I44SXp6tdzqga3baz73Xuc63RpFbMOp6brCzpgEldbxOluWGknyDWxMpERibmGzQik64JO+SVXnSOX7x1G//6799oIyMWy+uMTdlYLFcgqTdJxpFsHsq17c/jRKO0JuM6DOYz3LFzA1IK/unbtuHIbpeQdELuakg0xItbakiLWFsW6z0OrjUmVQI4jkmPPH1ynu0bFvxamqHqiuakU3zTVuNeSGHEiCMW9hglSztgOl1vpZTkMg6FrIfATER2HUHUEnOLz5Va1B+bqq7wKq0OrTThqQrNF+YIT1XQ1ufEYgFshMRiuSLp9ibx6Vufb89acYSg1IzYPVZsF1y+523b+NMnTvDcZAWhNctlb5aLRix+TAIZTxLGS+3i4xXcQMNY4UhjGX+m3OQfvXUrp+bqTJYDMo5xQu1ci+sYseEITZwstBdLwHWMv0kqRdL3eM7SDpjlXG9Tl9q0MNiTwggmvTB0UGko5txL6j3SPDZP5eBJ4qkGOlEIR+KO5OwcHIsFGyGxWK5IFnuTNCOF7xq/jFIzpt93uwoupRR8/Kd3s2kgS8H3GC36bB7Msr7faxXGQs6TK05DSGnSH/JCPd47EAhGCj6xhq3D+bZfS5Totn28cXltiROtibXu8jpRGAGU1qpobVIwQsCbRpd2wCznetvuUmrlmYRsGbkJY5+f1prkPKen90g7qvHiPNFMY1VRjeaxeeYOvEg0UUP4ElnIIHxJNFFj7sCLNI/NX/AxLZarCRshsViuUHp5k3hSsHuswAf371hScHn7zvXc/+43t18fJuZG7krBpsGccbUeGSgAACAASURBVEkNFWdrAfP17tZfV5qZL1FiUjGmllW3reFXk1TIZ0xBLhoGcx43bx3k1u3rOHy6xCcOHObUXIOBnMvZWkgQmym7ve7zqpUGcvVCGmq4P8Ov7t/RbpEezmfYs6m4rOttNmOMz9pzbtKeY1KRo8l5slUD0x156YxqqCShMhBx9nsVCvu2ciwnu86/nODTSlM5eBIdJMhixxBF6SCLElUOqRw8ib99wM7FsVyzWEFisVzBLPYmWXzjU0p3PXfr9nVdr5+thvz7bz9HxjE+G7mMw5ZMnsF8xGQpoBkZa7SMI4i1xvckQaQW7NSVRmHqLRwp0K10UMf9fFkqzZhKM8ZzJP/+28+1u1Zu3jrIPT+zm3sOHKYaJGwsZqkFMZMdJmluqz036VAosTJi4U1jBf7BzZv4w8de4vhUlSjReI5gx0g/H9y/o6edf5Ao3NYwQeMqqxFCAYJYaRwhWN/vU2rEXd4jaVRDBwky7yIdB+HF1E5VGP/yM3whE/GUUF3n79WZE41XiacayLzb29I+7xJPNYjGq2S2FC78B8ViuQqwgsRiucLpNF3rJJ1d0+umnN4UldL8+Q9PLYkY9PseI0XN6bkmgImmaN2eFRMnrTk4rdiI0qBaVawZR7YLV88lSjSmfXh9v9dllHb7zvVLoj8z1QUxIoQRIt0RHMhnXP7Pn93DxqLPJx96hmoQM5TPtNdzdKLSPkevyNKbtwxyx871fO3Jk7w8UyOMNVKYIYIDeY9qkHR5j/SOamiaGqaCmGEl+Ie4TKwTBKr7/ItFiarHrZqRZf7kOhKtYlQ9PscVtViubmwNicWyBkln1xydKNPnu4wUfPp8t31TTE3DlpuTc7YWcHK2gdKaoT4PMDNomrFqd/IsN31YaUXG7f7T4cql4sTcvgXlZky/7yyZnnvr9nV87K438rM3b8LrKEJN24nTdBG0TN00rOvL8IePvUQ1iBktZsl6DlIKsp7DaNFvn+PW7et48FfexgP/7G/z4b+zkw/s28FdN27kvz19mpOzdVJn/kRDI0oIItWej3Pb9nWEpypUvztu6j1yTldUo9yIUGgarmBMCd6QsOT8iycEy7yLcCTLVhsnCiElMm8/I1quXexPv8Wyxki9NtKbcrtOQjqMFiWT5aB9U5ZSLIlGzCeKciPGkYLNgzkA5moRjhQ42ri0pnTWjwiMi6tuGZ10ShKtu1/rCNMdA4JGpBifb7KuP8PRiTJf+e6rOI7gW89M8tJ0lVqYdJmkpbf+xeUktSDm8ZfPcnyqSs5zqAYxrpRkMyYdRatw99nxMt94apwNhUw7rVMLEyrNCKVbHUQtL5W4FYnRaD6wbzt/C5eZLz1j6kXCBN2MIUygCNJ3aYQJkVJkpEMM9GnoU6YOpRmZ1M3RiTKHT5e4eetC14y3qR93JEc0UUMumuistUbVY7yxPrxN/Rf642CxXDVYQWKxrDE6vTZ61SOkQ/c6W1c7a1F+cGKOL/yvYwzkXXKeucm2Z9i07OkjpVu+IIIoVu15Nalxa2rM5gjwHUnGFdSiBQmhWnb2rmOs7qNEcabcRGv4zLeO0oxNncpw3ifrCUqNhT0sV0Crga88/ipBlK5GtGbUOPT7xqq+GcUoDf/mG4eJlG4NIvQpNaJ2wWxqieZIgRSaSCkqzZhHvvkiOwJvoV7EEyRBDJEimQtgCGKt29fJ1RALmE4SXjnbJIgVSoFC8xtfe4p/+w/2cMeuDeZsUlDYv5W5Ay+iyqGJhLQiJqoeI3yHwv6tiFaqKBqvouoxMu/ibeq3ha6WawIrSCyWNcZyXhspviMp9WhdTWtR0sd9xwFMB4rvOjSjBOHQpQhUq6i1F54r6PMcMq5upWx0V12J0hDFxiU16UjDNFNvEw3T1ZUPIRRALTBdMl5aoKqhHiZUgxhHmD1KbYbqhYkmis1MnmaUtI9jhJVCCtma8CtRieatZ0KiDGSGTNRJAMpz0GECWqMqEW7BNY8rTZ8WnHA0h8oNIq26jOhenq7xvi8/yb+88wbev2+Huc47Bxm6e9eCD4mKEVLijfW1fUisT4nlWsYKEotljdHptZGVzpLng0S1W1cXd+Hs2VRc8n6BYEPB5/RcgzhZmPCyXBtuyro+n3V9Lo2gQj0yUYO0NqOzXbjTSC21tb9QJN3TgZPEnEjIBW8R1Tq4I40bK5gakZlqh019KxKkF61zF5LNShBlHPyOqJNTyBDPNUFpdKTwgawQFBNoOpo/okmku83jpDBdQkGk+N1HXmD3WLEdKcnuHMTfPtAzArK4o0c4LiSq7VMydPcuK0osVzVWkFgsa4zlvDbA3Jzn6xG7xwqUGiHv/dL3l3ThfGDf9iXv7/ddNg/lmCo3abSiCelN1hUs2MSLBUFRbkb0eZK81qCNh4cjBXGil027pIJiuTqR5UijNE5rLQoTpegM37QMV0n08udP194WRi3n1gEELgLH6446Cd/BHcoSlwOIFKoWURhwOCE1BwlJIsUuJC+w0HWUus4iFGGs+J2HX+D2HevbrdpCiiWtvdanxGKxXTYWyxKU0hw+VeLgC9McPlVa0jFxuVmuc6YRJUyWA/p9h3271vPJh57p2YXzyYeeYd+u9Uve70iB6whcR+J3pIOSjlREWrzqOoIwVtSjpG29LoRotwYvh9OjG+dCSA/fq6vHHH9RTc0yx0mnBmttZvOUUGjRcYLO1/oO7qCP7PM4+2PrecJXKDT/JMnwf5Dj0+T5XfK8Fac9bwdAYhxgT5ytcWS8fM59XYhPicVytWIjJBZLByvx9riU9Eqx9HL/PJeL6wf2be9qje3VhfPYizP81s/tbXehlJRGKVN7kXUl/b7LZLnZTsHAwhA815FITComiBNUpnUfT5avN0lJlBECSq9cmKTiIdWFaRTCdUxaKeoQEbHSXSmhdtePFF0ma2Dal5PEBFmeR/GqUFw/32SyFrChmKXfN38elVKoSkQz7/CNp8d5h68Y0h5VR1BPFBlgB5KPkeX3dMhTQi1cL8zxF9fzLMb6lFgsa0iQ3H///fz5n/85zz33HLlcjttvv53PfOYzvPGNb2y/RmvNpz71Kf7zf/7PzM3Nccstt/CFL3yBPXv2XMaVW9YKqbfHuQy3LqUo6RRDjShBCsHW4Twfu+uGdg1CJ8u5uJ6rC6ezNXa6EvKl9/44RycrnK0GfP5/vsjJ2RpjAzmakSlGdQWgF2bDZFzTYqtaaZFKPWK05bLuSFDnGepnzNIE+hxpncV2HRlHkOiFehav5Tq78NqF5zpFS+fxzVweumo9ksTUjgwJgduX4VHPYVNZ0xdqpmcbMJQll5hiVrQmacb8opZUfUUgBXHr0gbANJpRBO9PMvweIS+QEGtTeJxz5ZIhgIvp8inpURdkfUos1wJrJmVz8OBBPvzhD/P444/zyCOPEMcxd911F7Varf2az372s3zuc5/j93//93niiScYHR3lzjvvpFKpXMaVW9YCi709ljPculTpm1QM/ejUPHP1iEozYr4e8qNT87zvy0/yxceO93xf2jmz/4YN3LRlACnFsl041SDmlZk6E6UGc/WQf/ffj/ArDz5BpRmxrt9nqtxkuM9HCEHWk/iuNPdHYbpawLTyJkq1pueaQXiOMHNwEr005uEI2FjwcTujPNqkfHqmXIQZhOe0hu+lHTrpZTeiwhi3oTU7leTHtcsbked1jVXaCKpf3b+d/3Drdr7gFbhf5PnXIs//3vD4qTp8p08wkRH4WhPPBaiyiWwkfS6zqNYfTM1QonFjUzeSB7Yi6UOwA8m/TXzuS7ImheNIdm5cOgRwMalPiarH7SLd9tpbPiXuSM76lFiuataM3P7Wt77V9fWXvvQlRkZG+MEPfsC+ffvQWvP5z3+eT3ziE7z73e8G4MEHH2Tjxo189atf5QMf+EDP4wZBQBAstB6WyybXq5RCLfdx7zWiWn/ML9XxrzTWwn6fOV3ipakKw3kPc+9cuCkIAUN5l5emKjxzep69m889lv5C96uU5j8dPEapHtAMzGwZTxqPDaU0UZTwHx55njeNFviJFURohnIuGQeiJGl34VSDmPHZOkprhDC/+H0ZyXMTZT5x4Ef847duI04UviMQmNeMFHzG5xokShlDNEx7b9xKkQgNWVewod+lJj0mSwGNRQZnowNZ1vX59PkO43MNwkS16lWgPyPJ+S6NIGkLHaVBq4S+jMv6QgZHSKIkYbYeEcWKdf0Zyo2Y3RH8E5VhKxIP4wfyqlb8MQE/xBTlSgGuEEgpSJQiUbBnrJ+P7NjI9J+9QCXWVCU0BLhoNkUwHMOfDEIp0fyzcsJ1nkdmXZZGkLTbmhM0As1Q65GNCCSatLE4RHE9gt/QPl/JaN6zbzugzytm+/ZtYf6hF0nKQU+fkr59W9DoVU0aXg1r4ff2YnK59ivlmokLXHLWjCBZTKlUAmB4eBiAl19+mcnJSe666672a3zfZ//+/Rw6dGhZQXL//ffzqU99asnj09PTNJvNS7By84NfKpXQWl8TP4xrYb9TUyXekI8ZyAmkXPoHSfmakhszNTXFlHdu74wL3e8rMzV0vcT1fQlxzhSXig5BlGhQKuFrf/0MO/p3LztRNmW9o/mJLR4nZxsMZT0QMBE0yQ10iwXfDRgoejSikGdfOsEbiwnZTLhgC5+D6/o8yo2QMNZorcllHBOhUNoMrENTkCHX9QneOJBhstQkSpSZBaNhfb8il4nQWc1GT9CX8fFcSakeAeBIzdhgnp/aM8qZSsB/f3qcSGmKWQdPaiIVUwtiru+T5H2P2VrE3oLLvhp4WlEVphhVK80Ygv8Njz9HcaxdzbIwsRjgZ3f1c+p7L9D0G0wNJjityE8A1DT0a/i7DjzeB67QzOYFuVyTwFM0dExZQ6M/QSCQQBaoYupE0u90FU2CYEAK/sWQz1if+bk5LwWI/94wjWdmSOYbpoLYEzhvyJDbO0y5EFBeyXEuEmvh9/Zicrn2Ozo6+rqd60pnTQoSrTUf/ehHueOOO9i7dy8Ak5OTAGzcuLHrtRs3buTVV19d9lgf//jH+ehHP9r+ulwus3XrVjZs2ECxeO4w62pRSiGEYMOGDdfML/qVvt+RyOfV+kn6EoestzSH34gS6oFmZGSEkZHzR0h67VcpzbMTZWbrEcN5jxvHTMHqc6UZnp2DSlPjSIlcVPehtSZSmvEgYibJsnf03OcHeNetLp986DDHKgmgOVvtbLY1KROtwREx6woZTtQVI8V+nptpMFrs7PTwUE6G8UqTgbzHTFMRxQn5jMtkqYEjQAvNsVLE6JAH5Bkvm6iKEIKt0kM2BfP1iH7f57d+5iZuuX6YZ8bLPH1iHi3gx7YOsrdVvLtt0xh/+Nhxjk5ViZTxU9kxMsj7WuZiH/vaU/zjiqSAZLolNsCkdhpKM4xgP5L/QX1JgW0x63LLuo0UfnCSjMwzV260nWkXrjWMafBzikJNUHBy5Fp/JqtljR8bl9j8nIvHQtqp03el6AhEIYPvOOhpxVCSJzO6wgm+IyPom64nmqii6gky7+CNXR6n1rXwe3sxudb2eyWyJgXJr/3ar/GjH/2I73znO0ueW1zEp7VeWtjXge/7+L6/5HEp5SX9oRRCXPJzXElc6fvdu3mQ7SOFljeHs8TbY65uxtLv3Tx43ggFLN3vubp31vX5ICSJNjdHtagaIr2xJgjmGvGKruFP7NrAp+9+M/f95bMcGa903LrNjVNpgRQQac18PSaXcbhrzyh/+sRJJsohg3kP35EEiWK+HlHIefRnPSqlJqMDeRAwW48Jo7h1HJiqBFy3ro/RwRyn5xuAoNSMyTiSN40V251K57oWP7FrA7ftWN+z0+jQsRmuU5JtOFTQXVUjAoEWUNHwBhx2Ox4viNQ9VRElgJRsy2aYixRJVpKRDmGi2lESc43B09AIFdLxyMmFAtqBfIbZcoM+BB4C2YqStH9O0vcrgajEMOiYwpWGurCfewnO1vOLzteDK/339mJzre33SmPNCZKPfOQj/MVf/AWPPfYYW7ZsaT+ehr0mJycZGxtrPz41NbUkamKxLCb19rjnwGEmy8GSG3LnWPoL5XzdO7/1c3vZOpxnrh62/UBStNbEauXdGovpdCltH5MF91QBNCNFLuNwx84N3LxlsGcr8Tv3jPIHf3Wsq3NnQ8FnYi5BadPBEkSK+UZEM1JsHszxvrdvZ+twnsGcB8B8I+Ir332FP3j0OLUgZiDnMZj3iBK9pJMpncGTkhYd9yWQlYKGEHiY+h4hIGzZ0YdAAShqU4ODgEQJPMd8Ar7n4ef45w1Fo6EJRctELVa4rbk9UmtCrTmVFfiFPKoUtYfh9fsu01IQoSkAaRwt7R5KaIlHR4CCpBzi5D3bGWOxrJA185uiteYjH/kIBw4c4NFHH+X666/vev76669ndHSURx55hLe85S0AhGHIwYMH+cxnPnM5lmxZY5zL22O1PiQrmcz7h4+9xL/8ezfw/j960gyOEwrZqiKJlcYRrLhbY/F562Fi3FOXKYQ09iGaft9tRyJ6tRL/9bGZJZ07/b7LpqEcGdlAa0WioR7E7Nk80BUN+Z2Hn+f4VJVqEFNpxm1/jkaUMFd32FDwGS36S6YUd5K2Mt+Yc4kjQUZA1BIUUbxg3Z7BCINZnRArU5yb8yT5jMtMNeCx+Rp/382xNZHMClMXo9AkyhyriGA65/D+n7+RrcLrGoaXdSUFRxIjqAjwNfgYAzSTGNPtFJAWCmKNLGZW3Rljh+xZrjXWjCD58Ic/zFe/+lW+8Y1vUCgU2jUjAwMD5HI5hBD8+q//Ovfddx+7du1i165d3HfffeTzed7znvdc5tVb1gq3bR/meuZ47pWQhpNly46d7N2ysjRNL1Y6mXewL8O/vPMGfveRFwhbk3AlkHEkniMZ7vMuKEKTnncg57Wt4M9FZ1tu2krcyXLzc/p9l5Gcz2gEtVDxyb9/I+/6sU3tFEsaGfJdh3oQd5msATSjhNNzDTYP5XpOKU5JW5knc5IzLmyO4KwwLqvQUb+B4CUUx9Gs689Q8D18V/DSTB2A9QWf/xfBP52DYS2oOQ6NRJGXkg2ug/Addv6jG8jtGgJYMgxvXcblWSfkKTfmXYnHHIJhpXEw0RE3na3TyrNltqxOjNghe5ZrkTUjSB544AEA3vGOd3Q9/qUvfYlf/uVfBuA3f/M3aTQafOhDH2oboz388MMUCissKLNc05x45mm+/9DXmR0/TZLEOI5LfdNmBn/u59m29+ZVHfNCJvO+f98Odo8V+Z2HX+DE2RoKyLkmMnKhEZr0vIM5jxlpWmeXI+NKakHcUwiknGt+DhoakeLGTUXe9WObAHj65Dz3/eVR5ushmwaznJhtdhWZaoyhWcaVxIlmuhKwbTjXc0oxGEHkSigFEQ/5kn8eSQYTTRmTpskABQR1NP9VBsRaUwtiNvT7NMKEIE7wXYec7/A8gv86pLmrAhtjyAszjE+P5Rh95/VdN/zFw/DISV6ZnqT83bNEp2ICFNMShrXEB4Sia3pg4/AM8UzjgoTE6zlkz0ZhLFcSa0aQLDYL6oUQgnvvvZd777330i/IclVx4pmneeSLXyBs1MkWCuRcjziOmD7xCo988Qvc+f4Pr0qUXMhkXoA7dm3g9kVFnbtHCxydrHDwhelz2sn3Om+kNMWcu2yUxJWCsWKWepSc0958uRqbMEmYUxH9foYP7t/B4y+d5YGDx3luosLZWoAUgpdnGoSJSR2lDq2msNaIEkcKgjih0oy7rgUsWOn/9YtTVMKEWjNgQgqmtcM/JcMbkBSACDiO4o8I+BuVIIBGmDDfiCg3YgQwUvTbBarP+4IXMpqtEeQTwYlmyIf+3mau73Gj7xyGp5Rit9fgjvfv4NQXDzM03UD4EqeRQKS67WFdM4PmQoTE6zlkz0ZhLFcaa0aQWCyXCq0U33/o64SNOv3D69o3AS/j4w5nqM6e5fsPfZ2tN96EuMDq+8WRBQQ0Q+N06ghBqRmxe6zYVRvSmTI5dGyGX3nwiQuerdN53oGsy4wM2rbu7fkuArYM5XAdiZeoJQWzi+fq3Lp93ZIam4yErVty/NqtNwK0UzQZx/TASImZd6NByoW7dfp/UaKRwgzMKTci3rx1sH0t0m6cZ8fLzNXDVseMETE/lDFP6pgbkAwgKKF5WWi0BJGktTFQqofsGClwcra+JEqlheBEptXS7cFw39Juu+VwXMnYO69n9mvPGzfXXp+XlEY1E0TWQTeTFQmJCxmyt3hi8IWwkihMZnsRrTTh6YrpFLIRFMslxgoSyzXP1CsvMTt+mmyh0PMmkO0vMDt+mqlXXmLj9p0XdOzOyMLJuTphrImSpH1zzbiSfbvW94x4vJbZOp3nLTUjMo5DoBKkY+bNSCHYMpRrDdEL2D3WXTD7nRenF1JH2hSGpqmjB3/lbW2hMpRzWe80Wb9+iH/8xe8xWwvZ0O+DMGsQCFwJYaKJ1bL3bcAMzEvrZNK9z9VCKkHcNYNGY/agMUPxAFwBnmsiUI7UxIlxZh0bzPO199/Kv/jKkz3TTVpr5uvRkv2vBH/7AE7BQ9XMrJt2TiotaFEYsSIFOIJovHZOIaGVJni1jAoTpNfbWv9iDNlbaRQmrzZT/t6r6FMCEm0jKJZLjm22tlzVaKU489IxXnnqB5x56Ri6hy10o1wiSWJc1+t5DNfzUElMo1xa1Rpu37meX7xlG0GsCGJjPC6FIOs6ZByHP/7eCQ4dm+l6z8WYrZN2De0eK5LPOC0revBdh82DJjIyWQ6WtDR/8bHjvO/LT/KjU/OUmsYptdSIefpkiXsOHObxl8625+fs3TzA82cq/MIXH+fwqXlqQcyJuTpnyk0z30bpljDpLUZSBDA2kOXW7evae5+rh9TCuD0ZeFHZihn8l76/dS6ldSu9a65VtRnx/FSVD+7fQb/vMFkOaEQJSmkaUdJz/yslGq+iqjHOsI8sZMwiZY+NCiBWqHpE89h8z2M1j80z86VnqPzVSXQzJpltEs800MGiVNtFGLK3kihMNF5j/s9eIJkNEL5EZR1irQlOVZk78OKy+7BYXgs2QmK5aulVpDq8aTNvW1SkmisO4DgucRzhZZaG7eMoQjouueLqzKqU0jz24gx9GYfNAzkSrXGlJOuZzwO92l1X2p1zrkJU6J4I/J1j03z7yBnOlBrUowQvUUtamr/z4jS/+8gLBJHCc0W7/ThITJpptkbXWr97/Cxf+e4rvDytQJhoCAiaHTNtwrj3ZN/U3VQKGClmma2FHBk3s6SOT1UJY81ivSUE7ehS+wtM6qdTCbhSMFL0qYemNmb/DRsufkt3PUYnCulmzARkaSIJ7c11rt0xz9WfnMTfMUhm80LqozN9InIOhKYeRYcJ8VwTdyiL8J32kD1vrO81DdlL1y2cZf78OxLVjMETqKKgNBOgotZFF5ALYmb+8iU2/9pbbPrGclGxgsRyVXIhRaoj121neNNmpk+8gjucWRLSb1YrbNh2HSPXbV/VWlJxMdzn97Sl7yUuLqQ753ykNSk3bRngA/t29HRBBSOcfudh03bsOQJHmHMLwJMQKdNme+xMhSPjZfZsKvKHjx0nihLW92epzRl3VikEwjFD+KQUJEnvYWXp/dp1TWtzZ2FtI0qIOgphe3G+YXXRooLhTnHWa/8Xiqm9MAPw8KRRVr3WqjXp5L14psnZB4/gjfVR2L8Vf/vA0vRJEZK5oJUG0sTlAHfQbw/ZK+zfek4hcL7Oma519yi01s0YlEa7kkY1Ihd6OFIipFlSM9Ek4zVOHxpnyx2bV3XtLJZeWEFiueq40CJVISVv+7mf55EvfoHq7Fmy/QVczyOOIprVCplcnrf93M9fcEFrymrExYV256yUXh4jKUfGy5ycrbeKUZdGZcykX0UjVszWwwWzsiGPqnDwXUkjUnjSvN6RxkE1Tbcspx+iRDFealDMuu39SGFm7bhSkAgTKRHd43i62ogzjom3mG+1cbedrgTccv3wsgXDrxVvUz/uSI5wvIrMuQhXoKPWk517TRfaSucIR7SLRwtv37IkfSJ9F4ZAVSJ0pCBS7cjI+eo3VtI5k647mqi1XWhTtNaoRgxSUGvEaBccp2NmTystJRS8eGiczbdvslESy0XD1pBYrjoupEg1Zdvem7nz/R9mw7briJpNavNzRM0mG7Zdt+qW35ROcdGLXuIi7ZKZq0dLWt7TQswdI/0XXIh5LmbrIUrrzkxIF4KFqbbD+UxbaLlSmKFkhSyOMK3GSrfqOVpvdGX33BchFrSFIwRxYtxSY6WYqQWs6/dNXajWuK2OHc3SdUnRCkwok7Ix324BJrjAT+0dW3UE5HwIKfB3DaFDRXK2iW6ew4BOLixWZBxE1kHVIirfOY1OFCwSq9J3cdZlcYZ9RNah+JPbWP8re8nuHDSdL6cqNF+YIzxVQbeUXpr6CcerLVc9CRLC8e66DyGFibL4DqocoqMErTQ6Sowrre+AJ9HJ0tlg6Va0gLnZgOmTlYt0NS0WGyGxXIWkRaq5cxSpBrXqkiLVbXtvZuuNNzH1yks0yiVyxQFGrtvejoxopZZ97lycy1RsuS6PSzFbZ3Eb7+J0xXA+Q85zaEaKKFEIBzp7PRSmYHTbuj72bCpyZLyM5yzY0vf7LpuHckxXmgSxaokE8F3JUD7DmUqwECbp+E+izCycWhjz/i8/iUCQtIqPo0TjuWY6cZwsV4sijABKNKLla5L1HFxHsnU4v+LrsxydKRByEu0sCIDa9yYWlNXixXmtFE7a/5xohCNIyqGJfChN0mwYoeIKnL5F0a5ImfQJAnzZPmfPCMi+LVQeO4WqRWilSZpJu+YDR6CSqKvtOLtzcIkLrZDSRGH2bWH6L1/GG6+2Kog6L4bG1VBzBKVI06xGWCwXCytILFcdr6VIVUjZs7V3pQWyvVituLiYs3XONWE3PU4qnH50ap44MTUgzpHM2AAAIABJREFUjmylW5QmSjS+J/nYXTcgpWi/vlqdR4sMtAbQ9WX6aIQJk+UmYaLYNJglTjRoczy12D/MkcSJag8RHMpnCBNFM1LUo6TlVSJwpPkHDZEy82scKXCEQAFJYiZ7b+j3yfsO9SA5r7fK+WpIFguAEM3ZjQlze2LWPzuPqkcQm4JeLWhX3AowI5DTyt1WbYlOtHl916I0aj5EJxon66KCpHXchas0/2cvmg6c0AgZkXMQ2kFHivBUldmvP48OlRE6WhuRk24rVmixtO14sQttZ72J99Y69f9WxQFkK9IlAVdDIgQnpUQ6mmx/b9FvsawGK0gsVx0btl1H39AwcxOnyA8Mkfn/2XvzKMmu8sr3d865Q4wZOWfWXKpBpdKABkAIISSBpSeMJ7lp3LaFabCN7Tam3X4N+NnPa2H7Lb8H7eVhGdvY1rPVrYa2nzFI2GKQBAIJAUIYSUWJkmoeszIrp8jImO54zvvjRkRGZkZWZZaqXAXEXquqsiIjb5y4Gffefb9v7/25qdbJ+XxEqhcixfV8ycWFEGKuNs+knThBsCwzxbUl//XuK7lt5xCQEK1fvn07f/v48xya9SlknBbRKnkRgzmHnrTN8Zk6YRzTboRprj6xM0MUJ22djGMl9map2DaU5fhMDSPAkQnpSCmBFxtSWhJpgx9pkKBILpChNpTqIX6URNm3V51WQ8ra0e5+8SzBVBASRzFyNkL8yxFmhSQjBcJASNKigsaFu1FbEo08EuHIRCjaKYxFJs8x5ZCo3KHi0Ph+PO0l+y5rYebDhW0JMF7jl9RoDS2qwkkaIW0RcXXx9ttTaNsx8vr1fPdrY6R1SI5ksrEBqkoy5igmqhGDG7IMbeqO5ejiwqFLSLr4noI2hr2VOrNBRL9jcV0ujWw7+TYrGaXJCYJ6Hb9Ww3Iccn19SGWvWaR6IVNcz5dcvBIh5mqmDbfbeJcSp3ookUKwqT/D+/+3BTLSxOu3DxBUtvJ3357hpYmFC/1Vo3l+9c4dfPd0iY98YX+rfdNE838ZR1KqJxdJ11qwQkOiXxgppKh6IR98y276cw6zlYA/fPRlsq5FpA1jxfqiSo4UiUOnJ714GOFaQ+biSDP+6FFENaTuSqbKPtokrqFICgoGUsagtUGTaGsS+YrAGEOAwSYR50pHIfM28YzXOaPk3FMxFu+7aiMUTZG84fYdapbrPoQQGJGIavQSQrKSI0dIwZU/tp2nH/kOYzHkXEVsSea1watGOCnFTfds6Qpau7ig6BKSLr5n8HSxzEePT3Ko5hEagy0EOzIp3rdlmNv68osqGemeHtx0hsrcLHEQUJqcJJXLM7zlCl77E2/DzWQ59sK3z6kFudAprhfS5bEanE+eyfkRJ0Ez/qxRG0CbRv6Kq4hig9emK4HkWlr2YiKduGSG8qlla3SVpGSgP+dwx5VDPHlgquVYStmioVnxk8A5DZBoSN75+i0tgrFWUvb1Q9N85tGD/PSpkDqGupes2VYSKZJBfg6CpvepmYUWNxUXQiBNorkJgKyjiEsrxMvDuQlJZy10YiWWbX90si1jzOIKSXMbUiAzCy2WczlyNuzq47rqRg5/rczkRB3tR0glGNyQ5aZ7trDxqv5zLLyLLtaGLiHp4pLjXFUPSMjIB/afpBJpem2FKwW+Nuyr1PnA/pP8t50bObO0kuG4WJkMJ1J5ZsOIkXyOt7zlrXzrM59atRbkfAWylwvON89ktcSpGYz28iz0ZtxW5eHliTIf+KfvEESa4XwK15Z4gabiR5TqIZHWaG2ItMaSgqG8S85dfjpa6kBaaofOuRZZV7XmA8XaEGvDbTsWKjlrIWVlL+S3H9rLjqrGFjZVkQhTDYk9OWcEKb3cnihpBLK2dU4ioGIMXJEnvW+28w48Bxlp/3ZHOqjNcsISG4xiITiuUb6RKQvV0HysdpbN4MY8u9+7jZmxKl4lJJWzGdqU71ZGurgo6BKSLi4pVqp6vHfzEAXbYjaI6LMVf3bsDJVIM+ou5DWklSAlBRN+xB8dOM5bllQyDvaP8sTW65jKFoiERMYR//LSSd7gx+xOp1alBbnYKa4XGxcrzwSSykMzGG20JwuNILVm5eHEbJ16GDHSmLKbdhRpRzGYd/ACTRAnE37XF1KcKQfL7+w7OJA6OZaa2zZGdpzLs1pSNl31+bunjybDAXMp4iKohi6kuaqCBp/kGt8sUDS7LoLkhNooVBAJwSkRs2u6jnQttAlbAWnngun4lVi0lhWhxMLAH0SSG6JUK+F1tbNs+rcmAxOFFAxvuXD28i66WAndHJIuLhmaVY99lToZJRl2LDJK8sJ8lXfuPcp9e47w6y+f4Of2HuWbpSrOErEeNO5wbcVRP2Ksp781j+Zg/yif2v16xvN9uFFI3q9i+x4ThQE+97q3cGx0S2JzdFxy/QME9RrPPvzJZbNumimuXrlMbAyn8gPsH1jPqfwAcUMg279+wzKBrNGayaOHzzpD598CFzPPpFl5yLl2x99LT9pCa0PZWzwIrkkgHEuRthU/87otq54z0xTermUuzWpzYOaqYauScsqBMxbk23aZS9KuMRgUhgiYw7TISEIZDDHgC6hIw7ccjTsfIhyJXGrrXQGm9Xfzxdt9xZ2tz4v2r62SWTeykUYXGUwQE9dC/COl1U8UHq+sar1ddHGh0K2QdHFJoI3ho8cnl1U9YqOpa0NoDIKY7WmXYhQRGMNUEOFKQc5afKfvSkEsJF46RzQ/iXJcnth6HZ5lU/CS5FGtNVYc0eNVKWfyPLH1OrbPTiR3uGfRgjRTXP/qoYf5yvbrmSkMoKVC6piB0gx3Ht7Dj9x77yINysnvfod/feJxZg68RByFa7IIX2hcjDyTJhaC0Trf1/S4FmekYL4eUkjbK1Y/fvbmzWwbzK7agXQ2x9Iv376NfMrmyQNTLe3LanNg+jJ2q5JihOCxvOFnioKhWFDCYJHcwSmaThrII/CXPO5hGLMFfy9Dbs2mUHMRca1BW84lYm1qQYDFtZCVwk46wBbocrjsqdGZGrP/+DK5Wzecc5ZNMlE4hsuz8NfF9ym6hKSLS4K9lTqHah69tmpdIIwxTAYRsTHYIunH+8aQUQpF8vhkEJFViy8qvja4tsW6njze2GHmtq5jKlsgG/gLp/FYIxAoqcgEPlPZAqfzA2wszwBn14Kc2LCNx2//CeY8j1S9iopDYmUzNTDK4xu28tYN29jcfO6Le/ji334MkevBTqVIW7k1W4QvNC5knkk7mpWHSHe+SAba0JOycCx1TjK0ViFtp+eX6gF//dSRjrbe1ZCyfMpe1N7a7wr+vs/wQyXBcAgZFkrKIQttGpuEQ8xhUMBfqYBvWnCzZXOXJ0FHC0mthiSTZAVeYYCosZ2zTKtpSYc7fne+g3U4ib1Fl0Oq3z7TjLftOMtmYaJwh+910cVFRJeQdHFJMBtEhMbgtl1w6trga4MlkqpFZAyRMeSVIqUk9Vjj66SCklELJGYujLk6l+bf3XUXXzp2gGkvIBKSjI6T2RxxnFQwGqPpLR1Tly7VNk3ISlqQZiXHUxZb+3qJcxl0HCOVQtkOE0HER49PcmtvDmFMyyLcu24DcRwB5rwswhcaF3qwHNAxGK2JZuXh6vUFfvn2bS2icDYytFYHUvvzv35omt95+MWz2nrPRcq0NssqKftdwYEhGKjEvGNecAVisc2XRBaigB4Ee4h5NA64rr/Ab5g0zlyAsWUShtbQyBhJ5yF8JBtOTsqirRXUjvPwCTfR+LF41kONZtCloPMsm+ZE4XU5mK6f32t10cV5oEtIurgk6HcsbJE4ZdKq2a4xjXu/5t2nwGoMPRl2bE7WfWIDtUgnAWdaU4sNvbbifVuG2dq3nbvf815Kjz+OiiMCwNEay3XI9vZRnSsS+QGx46K0Jhv4wNnD0hZVcqTAchcLW3ttxaGax95KndGp04lFOJdn6aXkfCzCFxoX2nJ8tmC09srDrTsGuXX74AUlQ+1Yra33f7z75rOSsrO1t9KhZkDa1K2EKFg0FSMLYawSw3cykMfmgzdsJvfVCUTWTqLci0lsvmGJK0aCcNSiOTjJtw2yYw3kPMlIO2KDLvpJAu98kOhNGtN/VztRuIsuLga6hKSLS4Lrcml2ZFLsq9RJNcSqEqAxqV0bQ0oK0o1KQs6SDLs2k0GUJGY2tmMLwabUglhw87XX8+u7r+WpZ/dxwI8oWBK7ldQqKE1NUrVs1pWLrCtNEZ5jom+nSk47XCkoRYbZIKKwCouwVylzev9La56Hc7miGYz2wHOzHJqsrlgBuZj5K2vNWjnbOlZqb93el6G3aDBZi5PaJ00icm0iIIlUL9qSNIpeIVs6DWkL6IN4PoBgsbBW5hyMH7f4q5AiGWp3VuKxcrtmtTC1KIm6dyRUSYhRc5ZNI4dEXyIhdhc/uOgSki4uCaQQvG/LMB/Yf5IJP8KRgrkwImbhHlADlTgmZymMMVRijRLgSknWUqRlcmIe90M+sP8kf7hrE7f15VFK8f6rtvKB/SeZjjS9WifCV8cl6B8mUytz275nqc8VkcpiaPPWFQWnnSo57fB1YlXud6xFFuFOB1a9UsavVXnmoX8EwSUVu15I7F7Xw9/9x+28NFG5KBWQc+F8s1ZWQqf21k4jKX78JZACIyWnhSGnSALQGnEfLjAeRGzfmOOKzQWK6nRLpyFdC3pI0lphoYCmTTJ/pvnZihL9SLNKsvDk86uMrJhj0vxPqNGOpOcNG0nt6G0ltXbRxaVAl5B0cclwW1+eP9y1id8/dJrvVuqt0fYxyfnS14YTXsCIbRMYQ6A1rhBsTi++E05Lyem6x3978RDb1+cYvWJ7a9vNjJNSlBCHa3vz/Np127jyqnWrqlJ0quQ00a5fuS6XRmQTi/DUyeOkhkcXbcevVanMziCEJJXLYdlrn4dzOePfOoG2HRcja2Xp+zHaYA2nCcYr9PRbzEtDVWuUFEgEBW04KjWTackf3LEdd0MOazhNOF5F9kgI9OK01sa/uhoudvjSiMA3i62+je+0/X12nDPHpH0d1Yj63inyt2/skpEuLim6hKSLS4pbe3P02oq8pei1JKGB2TDCa84IMXA6CNmedjAY+uzF2QlBvU51bhYZG162bP768//AtRmbm+99O7ddez239uY6p8AOrC53Y2klpz0ldi6MyVmS920ZTrYpBDff+3Ye/3//knq5jPB9LNsiDAJKU9NMDK5Djm7AF4L15ZnLQuz6/YDV2nrPJ2ulCSEF+Ts2MfvQAdwwYGPeZboWoiNNTkNdGv511OUPfnhnq02Vv2MTxYcOEhe9pC3TqQOyhKA0v16gIwvvZbVUwbT9vfCTpu07S1o+GsLxKtVnx8ndsn6Vr9JFFxce3bNfF5cUeyt1Dtd8hhwLKSRTDc2GIwSuEC3GPBtGREu0HEG9zvzUJJEfYBmNURZ+T0+r6nDixT1IIbg+n+FNAz1cn88si6RfDZrVlqtzaWqxZjKIqMWaq3PpVptIG8Oeco3D665gwzt/hZ6hYULfozpX5OVcH//4w+/gM/fcx6defRf//YY3cf9Nd3Owf3SZ2LWLteN8wtLOB6kdvfTeuxPV75I2gk2OzfqMi7s+S+7Hd/Ch996yyDWU2tFL3707GhHuHTa4iuWItj+rRUwzLbb9Jxe+Nktfu9Ejqj47gVnBwt1FF/8W6FZIurikaIlGheCYH6BJWivQsFaahDUHGkJj8GJNxlJgoDo3i9EaZVkEUqGMpqA1uf6BC151uK0vv2K1ZWn8vYPNG197F3f+0I8S1mv8zbym5PvkohDlBcRSMZ7v41O7X8/bXvoGO6ZPX9bzcL4XcLGyVpYitb1APrOZ/ITElAJUr0v6VUNIq/NnTKYthCWRvS46jDGVttTaC3DtF9lk+wC6EmA0FI0mJwS2WYi2X/ySBmNEU+fdWGgiug1PV3A25l/5wrro4jzQJSRdnBWrGXz3StAUjc7HMb42KCGIDUTGLOqeh0ajEUyHMZuUJA4C4iBEKoUBao7LunKR9eUZhBC42RxTJ47xwmOfZf2Vuy+Im0UKwauyKSanjlCfLzHVU+BAYZgPHjy1MPRPCOqex3G/xh+E0JvJ4Vt1euZmkbIxeyWOyNdCyuksT2y9js3jxy/reTjfK7gYWStL4R0uUX7mBJxKhu4JJak9P9lypiyFrkWYUKM9nWSRXEgIMF6M6rNACEzGxlRCUgiKDcF3NoYcLGn8tDGhZlibJVrr7aKLS4UuIeliRaw0+O59W4a5rW/hLuqVkJamaPSF+RraJN3t0JhlHfDQQDP5YcKPyMYxGoNWFjXHJRWFvPnY3qSaUq9RKRaJfI+v/eMncFLpC+JmOfHiHp59+JOtScFCWfzDXf+BUv8oG7IpQs+jNDeLDgIsETOdEpwOYzbaitixiXw/mSfTeC9urcqZVI4j0uHG9QPLMlBWBa1hYg/UZiAzAKPXw0XQoRitmTx25LK3K19Mca13aI65hw8SOz7CzSCUWjYhdykpiWY9jB8tjABeCc3pvGdJcV0GKwlci2Y9EnZiWvqTrDYoBA4LIW5JtaSdjNCKm1UZGwxJJkkXXVwidD99XXREc/Bd686/IeTcV6kvstiulrSshKZo9D+/dIJyHBMsGQAnAFsskJIBx2a9Y3OgHFNJ51FGs65c5M3H9rJzdoKgXmN+agqtYxCSTE8BoeQiN8vGa161ZgJ14sU9PH7/XxDUa6TyedKWzfFsgdNOBnduhnqUozZfSlpISib25DiiLlJU5orkHZug7hFaFkYqpNaoKMITknmhWKdivMf+O6lrr0esv3F1pOLIk/D0n8D0QdAhSBsGd8JtvwHb7jj3z68SS4lYu11549XXXbDXuZzRPiFX9FoITyXS0CUTct1thZZTxWhD7cWpRoJt43N9NgdvbBL7b2wa0e5nYSaSFgFJyE7CRIQlMZHGGA1CEAiYVxAB66KFFNikXSOSdlLOxvhxaxpwF11cKnQJSRfLsNLgu7QSpKRgwk/i0rUx/OaBUyuSlo9cuZGCbTHjB6TrPv1a81LVW0YEbuvL8ye7NvHuF49S0wvj3gVJJVmSkJGUFNSimF/uEQRRyNe/9Q3MmdPslDFKCIwxVOeKrUAn23VwUmkQtNwsD375K3zdS3HcC9AGMkqek0AZrVuR8Ln+gdb+8DN5jGWhvBrVuVlAoCyrdRdq66T8HUhFKQioFAaIVHNKiUHqGCcMyVVKHHrpKEP/9BBur2Dwjo1k3/E7ZycVR56ER/4L+BVI94HlQuTDme8mj//on2K2vvEVVzU6EbF2u/Jdv/iruEOj597Q9zgWT8gNqAcxsQZLJpOLWxNy2zQY4ekK8ZSHzNuNYXdmZULSTPprikrPRkaaiNqeYwApUAUHR2vkrA/GcEolpF8bw6QwDJuGUFwJZK+DVPIVpbMabZg6WcarhKRyNkOb8l3rcBfnjS4h6WIZOg2+a0II0YpL//CRiWWkJSWhYElO+xG/8OIxcjK5PG/3q7x4Yg4jBEoI0lKwM5vmfVuGAfjLk1O0J0gYaA0YCw0oIejHMF8p84UvfoFtp4+wTmsCr86BkU3ogSEyXo1MEHFmcBQvnWcw7VJ2U9Qdl2zgs3/DLh6/6rXocr1FeDyteaFcW1T1WYrJY0eSSPh8ftH+yAY+Smtiy0YGHspafDgJQBmN76aoCAVSII1BGI0GImUDAm3ZVF2bci4DxTrjj5xkXeV9ZH/lo51JidZJZcSvQH7dwgwZOw1WCsrjnHj4j3i29njHqsZq21YrEbF2u/K3PvNPvOHnfxWtDd89XbokwWj/FtC1CBNrarHgzLyPmQ3BCIQA11IM5RzSWi/SYDR/RuYdhCXR5RAT6USp3YlvNLni2Rw5AkTKwgTxAnkBsCSq4CBdi2wQEwqBNtCrDZHW+AKMo8C1EfUIIo2pxxgb7HVZcrdvRKYU3oEiMmOtqlJy6uVZnnv0OMWJGjo2SCXoG81w0z1b2HhV/2p3bRddtNAlJF0sw2ri0qcDzXHPp78tF6QSxUwGEXWtWzd4gRHkgHKsKQuNFgIF+FLwwnyVX9t3HEhuCHsdi6oXtuIaImhVMfqMxpubAWVTEJpcbx/7C0N8acu1zPT0EyuFQaBf91YkBq1U44IPdhwhjaFmuxghsDEoKTEkzp0oijFxvChYrb2SUG+LhNfA6fwAVcclHfgMVktM5HrJBI0+fhvqjstIpciZbC9aSiyd3AYbwAiJ0jFWFPL0q9/MxvEHCG2FlVVEVc30v/pkvvrHiK1vXN6+mdiTtGnSfYsG2gEgBCf8YR4/4BM4B0kV+pdVNVYbwtYkYm4uRxT4raGCluMu2JXHT/PCvsP8/edPcGiyumzK7tncLQmJeWUCVKMN4ekKuha1LqQX6g69fX1DlYiMMUwWfYJejSsUSkq0MXhhzFTRYzRtL9JgyIyFaMyIka6FcBSEGtOYaaNLAUQGkbUgaiS2rmS7bWWjiWTuTXtr05aowRSy8TnRfoQwCaHvNQ3qbUBogeUoyNrokk/utg2kruxD1yPKT50imqw34u4l1nCa7O0bYYWu66mXZ/nKJ/YTeBGprI2yJHGkmR6r8pVP7OfO+3a9IlLSrbz8YKJLSH4AcTYRqjaGmTAiNoZSFNNrLa+S+NogRXLubJKWShRzyguJjVmU/xRqQ9EYNrS/fmMbkYBKHCEF7Mq4VGPdMW9hyFaE09PUbJf11RKb62UODa7n4d2vx7NsUvUaCMFcJkcESG0a5+CkPq6VhTAG03wfxmCiCNGo1oTaUIsjXvbr/OUjH+dV+TSva6skNCPh9xeGeHLnTUxlC8RSNgb0eQhjqGZ7yEQBtjFooahaFqkw4DXfeYbHX/0msGx0o10jMFhRSL46jzSaqf4hxofW48/PghColCSYB+/lg6Qn9sD6GxfvkNpMohmxFg/6a7w1nj2VI4gFuVwG0ZhofD4hbPX5EoFXx6tWiMOQpgJS2TapXBapLOq1Oo8+f4yX/BF6M27HKbudSMnXD023LLprITHt8A7NUX7y5LIL6UqOl7Vg6focKfjNumKLBk+I1vEihUBKQTYyHDExm0azrW3Y6xentQohwFEIEtJAbMCWWL0pMIZoqp6Inpsx8gZU3kH7Eabe6OkIk5DQJGgkWUNaLSIjuhy21rDoeAo10WwdmbGTal3KIjhVYf6pkxDoBoGyWkLduYcPEt3VD8PDi/aN0YbnHj1O4EVke93W+cFyFFlbUi0FPPfocTZc2XdeJKJbefnBxeUnk+/iouLpYpmf2XOEn997lF9/+QQ/v/coP7PnCE8Xy63v/T9HxpmPNGNeyNF6QCVamETajEvfknJJNzQjxhgmg4TENM+lrVEdba/dbJM0J6RGxjQG6cFspBnzl1sONXDCC5m206TiiDcf2wvAE1uvw7NsCl4NB0PZcRtVB42WEt2oQCit0UISqwXuHRmI45goiojDEKFjYikJlcWcNpza9yKf//M/5sSLewAY3rqNqd038OlrbmM834cbheS9Gm4UUnIzYAw9tQq+sim7GQLLpq86z4986dMUZiYRxtA/N0NfaZbe+Vn65mYYmJvGCQNkHBNLi3Imx3fzfXytf5jpdAqjIa5HCflYisxAImCN/GXfmixLZmuSlK0RavGQv7WGsJWmzhDUa0SBn9iVpQIBoVenPD1NafIMYb3KupmXuUpPkrIVUgpStmK0x6Xix3zsycPoJXf9Xz80zW8/tJeXxufJuhbDeZesa7VIzNcPTZ9zbd6hOYoPHSQcryJcmbRFXNlyvHiH5s65jZXQaX1SCR7UHjUMWW2wTcINbAO9GnwFfy8C9k2UW9tpprsKV6HnA0wYJ9WRMEZXEtKgepI4e9OonKDaxhMYMJIFmwyAaZCRxhRsAO3FGJMch4lW5SxvToOuhOhKyNznjzD3L4eTSo2rEI2J1sJWyJ5k6F/9xellYWlTJ8sUJ2qksnbHlm4qY1GcqDF1ssxa0ay8TJ+qYLuKTI+D7apW5eXUy7Nr3mYXC3jwwQcZGBjA9xefO972trfxzne+8xKtagFdQvIDAm0M/2Nsml/bd5w95RoZKRl2LDJKsq9S59f2HefX9h1nX6VORkk2uDYCqMSa4/WASS9gNgg5UQ+wJbx/6zCjrsOkH1IMI7xYN6IMxNLRHC20Px6xQFZikiTW2BhsAU5j8u8CqUlqHW/b9w12zk5wOj/AVLZANvATYmPZhNJCYVBtxEMLSSzVsraGacS8NyFMQpEEkA08jNFUS0W+9Hcf4+jz32Li6GG+eePt+I5DrjKPiiMiZREJgevXMVIy0lvgvmcf5ce/8Tl+9l8f483PfJGtpw5hh37SmlEKJwpxwwAnChvrg1BZSB3TVy1jGU3Jsnm+MMB0NoVKWwn5WIrR6xM3Tb24uHQP1AOIY4NlO2Bnlv2oZdvoODpnCJvRmgPf/DpCJKeIpJpi0G3kFGOIkKSjGjsPP0ph7tjCPl0yZbf1O9GGjz15mIofMdqTWjWJWby2BceL7HE6XkjLT548r9TRldanpOB5EfPHwmMCjWugoME1MGbD/yoIXpB62QC/1I5e+n5yJ/a6LMbX6JKPrkaogovM2Igmg9cNXUn7Z1WA0CS6E5Wou1XeQfW5qB4HmXcaim+NqUeYIE60JatFaJIqTWzQRT+p2jRfWghkxiKeCwjHK4v2/cSREqHfIFdm+T5WlkTHBq8SLvve2bC08mI5ye/VchTZgkPgxzz36PFumuwrwNvf/nbiOOaf//mfW49NT0/zyCOP8O53v/sSrixBt2XzA4Cni2X+7NgZvlmqEphkmmhkDMOOTc6SpITg5VoyhXRXxkVKSWxiHCnwdFLFmAiTE50iOW++96WTxBiqsWY+1sm51CyXNKwWvjY4IjkRKhIRa2QSMtIvBH4U4vg1AKqO22iZJGuKAUTDTUDjP8agz9KS0CIRmDa/NkLQWy4CRDdrAAAgAElEQVQyOnsGpCKOQmbHTvHZP/8jpke2cPCNP06/beNnshQth1BayQUDsKXilG1xy0++nfJn/4mZE8cIMzliZXHl1Bm2FWc4MTBCb3WeAEPcWKcB/FSGkZlxNp05hcSQimM8qTg8WOCWXRsT8rEUUibW3kf+C5THF7ls0mENJTcSpfqxO/wuojBcVQjb5LEjFE+Pkevrozo3RxxFiZV0ydi2upUGkbz28JGvMXb1BnKppDLTacrud0/Pc3iyQl/G6Xh33U5iVsoTWex4Wb6NTo6X1WKl9VlSIqXgO2j+TsQM5R36laIq4aQNtUhjx8kAv2XamG0FcsYw/9gx4pmkEhLXEtdNXA5QfanE5itI2okA2iBslVRIGrk1zaqIroToUC/KHdG1aPHtpWrkkqw2i02bZPjfoEREJiEbwmC0RteS46zZSpkeqxLUIwIvxrIlmYKDk1q4lMSRRipBKmev9GodsZbKy/CW859L9IOMdDrNz/7sz/LAAw/w9re/HYBPfOITbNy4kTvvvPPSLo4uIfm+RzNPpBjGxCQVCCEEntac8gI2ppzWuQsBngHdpgdRJNUMaLRcBFTjxCWigCHHYi6M8YwhhNZFfq0wJDeJ7S1ngyEtJSMphxNenWJk2GLMgrtFKqSOEXHcaAWJheCn1gnNdDQ1aJHUwgUCLRVWHHHbs1/E6BgdLdwp2o6L39NDaAzVWo1yvoBGYGGQQmAaQW7FMOJg/zre+9u/z9GHPs2xz3+OntiiH0nm29/gI2/6YeayPfR4NawoomwpvFSaVOBx57eeQLbGvxpsYmppl6nt9zGyEqnadgf86J8u5JB4cyBthq/YQX+4kampElbWLBs051XKDG3ees4QtqaQN9fbh7JtyrMzRG1l3ibx0yK5i/Vlip6giD9xAtZtIedaHafsztaCRJOhOr+vTiRmKZruFaFWOH0pidHReaWOrrS+lCNxLYUfhBjgsNKcaVyE2wf4leoB//GBZxdpY+7OZXhXWeBqkDkLGkLXeD7ABJq46KHyTkIiQt060GQ+uTBrAWgQliCc95N2HqZ1DCoEsYDeG4ap7ZnC1KOFg3Ut1YRQE097rWqNwWD6Et3JUhFr6EdEgSYKY8qzHvn+FE7KSj5jtYjBDVmGNq2NDHqVEB0b1Aox/MqS+LVozZWXLhbjPe95D6997WsZGxtjw4YNPPDAA7zrXe9aRgIvBbotm+9jtOeJ9DYOctn4YwuBxjAZhK2YdoBIa874yWOShXgESNhrZJLHHACRtHR2ZlOkhWiFmJ3vhypsrFmTuF8kgmHHxjeGdCqNnyvwvJWlVqkwUC5StR2iKMLRMa5SxCxnHi2KYpY0kkRCRLRKyMgbvvVFtpw6tIiMNJ9X0BoLmE9liHUicFSNGHgpkqwUA3xuqoQRgpErr6JXC3r9CIHgNWPH+M0vf54dM2eoOy5z2Tyh4zJSmuHHvvovXHHqcHJHqg1SgZu3idwcR6fgzJFDGL3Cbe62O+Adn4af/jjc+5fw0x9H/NxD3Pwzv4STzlCZnSH0fYzWhL5PZXYGJ53h5nvffk5Ba1PIG0UhTjpDrq8fISXKstDSQpO0woxI9m8skllCblxnquyjjWauFrJ9OLdoym5/xsFWgiDu/J46kZilaHevdESsEVKeV+roSusTCIbyiYDTGEOkzbIBfrfvHOR3Hn5xkfYk51i8ZsKnWg6ou3JRe0n1p8AWSSGjEi2Q6CYZsRXtmcWx1mhtCBuPikabsY6h6kVMH5/DXpddCFU7GxdZ6drTqryYFpmpfHWMA/98eFErJVtwUSpZu9GGWikg9COqpQAnpbjpni1rFrSmcjZSCeIVIvbPt/LSxWLceOONXH/99Tz44IM899xz7N27l3e9612XellAt0LyfY32PJHmCcy0DTRXIhGlRmbh/FSJNTWdnPCWnRZEs5RCEjfd+HlPa9alHI7XffxX2N4NG3bFlJQMOzZZJTjhhRgDn3/VG4iNQOqIfGUeoohKrofBTIZh2+GUFxCQEKLm2pvLke1x9A3HjRMG9M9N8cZnv8jWscMd+02267K+PEOPX6PkZpBaY8zCiHtjkv2XBMYF7K3UuXb3VVgjI8QHDyKHhhBCcNPYMTKBxzOj6xnXIX0zpxmdnUAKQT3fQ9q1cR2LSCpK8xViL+Dbn32YF774BWo7r2HDHXdx1c4rl6fKSrnMhbP52uu5+z3vbaWr+tUKUlkMbd666hyS4a3b6F+/gakTx7D6HaSyEEIm1mqtkWi0tBHKSWLJTUwsJL5K4YURY3MevWl72ZTda9b3sH04x0vjZUZ75LIKTrPS0E5ilv1OOrlX2raha9F5p46ebX1ZR5F1FWlXMlPTTFb81gC/X759G3/91JGW9qT5czuRbAbm0VQqQaudBTSyRIAoxrggLYnsccCWmGqErgQIKbFHM0RzPlSjhr5VtKLgDYKKAl9res7UsW8bIByvJlWS1YSrdcKiA98QV0MGfM1EW4vMSVnk+lPU5gOyUYyjNdQi8huy3PSWreflhhnalKdvNMP0WJWsvfz3Wq+GFAZS1MsBk8fnu1bgV4Bf/MVf5E/+5E8YGxvjrrvuYtOmTZd6SUCXkHxfoz1PRJBYdOuxwSYp5SdtDoPCtKq7c2G84o2VbmvHxAaa929RYwbNhYAtBCOuRY9S+MZwwgspRxHEGmM5Sdy1cfDdNE4Y0FstU09nMFrTa1vEJsl4KEV64X0IgZYSYTS5WhkZRwS2y5u+9nmuPvQdBLqz+EUILMdFAtdOnuBkzyBGJqmXzdZ+1AhtG3YsatowG0SIbIqet9xD+PxzRJOTvHDtjfzPW+7gaN8AnpJIrekvzfC6F57iiokTRHFEta7RtktttoTWMZbjcGbndTyx7TomMwX0mSrZ8gGuKuQ7psous3Jf8yo2XX3deSe1Cim5+d638/j9f0FldoZULo+yLUI/QGIwQhLY2VZMflr7zNh9TDpDaAMbetP8n2/dvczCK6XgP92xnd9+aC8T8z69GRtXSfw4qajkXLWMxCxfW+JeKT50ED0fJJWQRsXklaSOrmZ9vRmHX7l9A4NDwxTrUSs/ZSXtSVaDZUBLQRjF1IOYtKPQfkRc9FsEX2aSqb26FiFiRfqGIaSrWtOED332MPY3xltib0NSUZxX4ElwjSAbG8rPjqNWUpW3o5Vrco7najB+TM4IeqSg1vatQUuwIWuRjiUYg51WZHI2+RVaLisupS1zZNsNQ5Sm6lRLAamM1co3qc4HxKFmfsbjiQdf7lqBXyHuu+8+3v/+93P//ffz4IMPXurltKB+93d/93cv9SIuJ/i+z4c//GF+67d+C9ddnvNwIWCMoVqtks1mL2rfbj6OeWRyDikEtpTYQlCJdasiYmjq4gQ5JfGNWawXWbrutq81C27EAcfiTLDQ5mkmrtqALQWxMQzriElpL2SBrICMStZZ1hptoBaGBI3SsTQG0cgY0UIQKZt8vcLP7f8m737zm3jHhkE+tH09eUvxVLGMJmHclhAIkxCUwLIxQjIyfZo7n3mMpgy2EyERUuFmMijLwo5j9g5vTsb7KSvp6yNIKck618aSEm3gp9cPMOJY+Ok0/ddfzzf8mI+84W7O5Hqwwjqu76OUpNTTy7EN2xksnqG3UsJoQ1CvJbNwLIupq27g4Vfdzlw6RyYKcb0amJhJafFkscxV2RSb08nn8+limQ/uP8UDY9N8drrEI5NzfHm2zLqUw9Xr19E7uj5puazxs1YYHmVw02bmxk9TLRYxWhNHIdoIfCdLbKWQOiKbdvC9gMNb7iDK9uNakj/76Rt57RWdLxSb+jNcOZLn2EyVyXmPsh+hteHK0Tz/x1uuWlUOidWfwh7JEs3U0fNhMsBOgz2aofCWK15RDsnZ1vfBe65i16DDFesGuGIwx0ijGvLyRJkvvDhBT2qxIDOj4UYPEInWKJeycZRAzwVJy6mh9VBZG+EoTKTR8z7ByTLBeIXg6Dz+oSKlMMaeqreqI9DI85EJ4RnUiTNNp1Ry/IWrrI6s9JFonAD8lCblJVlEMwICOzm6e6KY7fUIVyfnjEgI0nkHMx/gHSxij2Sx+lPnfPlTL8/y5P/az96vjHHk+SkmjpRI5RyclMKvJcLZ0I+JA41lS9J5BzdtIaRgftbn5L5Z+tdn6RlMr+79ngX/VuflywGu67J//36OHz/O/fffj2VdHrWJy2MVXbwiGK3x9r1EXCyi+vpIXb0bIWVrku6+Sp2UFOQsxcYUTAYRfiNN1RaC6/JpfmSolz88OkE1jvG0OecNFtBq69RiTT3WxLTFJQABoNYgqpNATkl+e/t6BmyLU9/dx2+FKtEDGI2WahmhOdM7zNxzX+Ga+SlGtu1AG8MXpudJSwnaJFknRmNEo6YhIHBSbD15cOXKCCCVBRh0nKho1s1PM1KcZHJglNGUQ9xoWaUbd+ETfsTVuTTX5dKtu970zTfz/6WH8OYqDIce5aCGcGwsDLZfp+SmeeaGN7Jp7FgSB49B2Ta5wSE+tes1rZwVARilMJ5Hf0EzHQk+enySW3tzfH2usqohiOeLzddez4arruWZb+1lZnYWVZnl2S9/BVWZwQkqGGXhp3o4uP0maoUthPM+u9f1cN2Gs7t4bt0xyC3bBl5RUmtqRy/utsJFSWpdaX1gmJycXPb8du1JSi4MQThpwxkL1geGukhm3xDqxMrbSBcUSqD9GF302ubTGIwfg60ITpbpDWKaOb9Rg5TYQH+j6yMxeIArwVTWYP1deniusOskYHyNSSUt3w1+jDKGQCS8ynIkdsZOWmYdBg12wkppr5U5H8dVvPotW8gPpPjWI0eZn/HOO4Stm/raGePj49x3330X7cb7fNAlJJcpViIZS1F95hmm/+Z+gqNHMWGIsG2cK65g8JfeQ/aWW3jflmE+sP8kE35Er63IKMmoYzEdxrhS8L9vHeXn1g/w5GwZKWB72qUYxZwJEt2GFGe/2RLApB+2xK9N0awmEb/GrF7k2sw9OeUFbDy0n5Offpj4x34KYQxx21C69rOmlpJ/eP1buX6mxL/ftqCb6UMjvBpzTopFdemGluT5V72BkZkJtowtDgiTlpU8x+ikrSUkoe/jVcrceXgPj2/YSileuPh7OgmKy1mS920Zbg0yA3ixUudwzacv7SKkwTSsyY1fMG69xkzPAGcGRxiZOg0G3EyO6eFNi3JWIHFGaRIbZq/rcKjmsadcW9UQxFt7c+ecZrwSlieq9jFw9U8RTp5MKj65PMPDA4xXLYoNcee5Wi6tfS3Fitbe1UJIsaK112j9ioYLdlrfSvkoK2lPjBA8mjP8h1nDsJCkBOioIRxtMHgTacx8B1dRbIjnfVASoRNPGCTOt+bxZTX+REDVEmRqayAjnbD48GpBCDCWoFoKGEwp0loTkpARKSHbCHhbre16NWmvR16Y4nU/sS1p35ynFbib+rocs7OzPPbYYzzxxBP8+Z//+aVeziJ0CclliHORjPbnjX/oQ+hKFdXbi3AcTBDgHzjA+Ic+xLrf+z1uu+UW/nDXJj56fJJDNY9SZLCF4Pp8ZpEWod+xsIXAN4YBx8KVkskgxFvi8JAkJMWYBY1ruwmveaI8H8QkhOSvjo7zwFwd5+bbW3NfOpGRJsrZHn6vJhgtlgm1wQtC4tlJatkCwhiUjpPKSmOGCErh2w7fvOGNbB47mvhwGm+m5WgRAiElfq2KsmyGNm/lR+69l7du2LZsX16dS3fUdcyGCxoerZJx9abh9onDCAvw3BR+tgcxM4GJY+rleeYMi3JWICknC0QyS0YKSpHhuVKNQzWPvIkJ62FrzgwNa3dzCOLeSp3r88tD0s6FZmJpxY/oyzitWPjx+QCVGWE47zJR8XH9iJoPu9fl1xT9fjFx4sU9LVHv+Q4XXAvOpj150g+p5y1+I5/BVGJMGJ9b4wGJDTg2ifNFJamwM0BGG2xANkTqAHNAb8qCyhqszoIFR047OqxNuIrr79rCc9+eRIxXEQZikVRGsj0OdlsOyWps16vNHDlzdP68rcAXe97O9ypuuukmisUiH/nIR9i1a9elXs4idAnJZYbVkIzsLbdgtGb6b+5HV6pYIyOtg1qkUgjXJZqcZPpv7idz883c1pfn1t7civNrgA7tHUlOuUyHERN+2BLFDjsWtpSkpaSuNeUo5kwQsVBofmUwgBcEuFpTyvfQuLouMKAVMKPh9w+d5sM716PrVTzLIbYslElKzKIhdqVBCtx6jdneIc4MrmN0+nSrzSKkRMcxlmVxxzt+gd6RUdI9BYY2b2XqxDE2Hj/An+Z7OHPFFoqR7rgvm+i3GyRPG9KOi3JsIj9oBYxFlo3SmnS91npto2PEzOSinBUD6DhCWTYY8OOECBXHxyiX68SVeeqNFBbl2GR7+3HSadwGcfn26RJzorqmtsjSxNKFac6K0R7JxLxPIe3wf/3EtUxPTTI8PMy1G3oviwm/J17cw+P3/wVBvUYqnz/v4YJrxa07Bvm/f/K6VkWppE3LhfOOO7azY9tAEupWCSj+/f6kJbPUW98OYxYV9wSCQs7mjB9BGCONQRkYQjIgQVbXmLvSDP85FyQ4G/MM3rqeDbeu58xzZwg/dxTXVdiZDhbcVdiuV5s5ArSswJajlj1vJSvwxZ63872MY8eOXeolrIguIbmMsBaS4e17ieDo0YS0dLjDUIUCwdGjePteIn3tNchGVWQlSCGWtXdcKRpx8MmN1Khrk7MWTgppJalFK7tyzhee7RAVehmZnqKSzqCXRL0vQyMLY3/VY+b0KfrnphnrH0lErW3OIEPS4rGjEDfwqWXz1FNL9okBy3Gw3RTrdu5iZNsOTry4h09/+HfPerfd3h5I5Xsw6SzXtpM8V5Dt7Wd+8kyj7C/w3AxDs2cYmhpDCkm60EOtVGLw9HEG5mc5UxgkXytj4jghU1FI8cw4lVyB7VJT+epn4eZ70JaNY3RiQfYD5qcm6RkapoLFfD3gL769HzkfrWmA3VLXiMHgBZpIaywp6c1YHJmqIAVcu6HA8HDhsiAjRmueffiTBPUauf6B1rFxPsMFzwfn0sY4G/NwqoywZKIjORshaO93NoqDadfiirxLPYiJtMH2I2QlWn0i61JIkmMrWnkdMueQv3PBtTRy0wjTe6YSe7FZHr63Gtt1e+bI2YjGyBWFs1qBVwph66a+fm+iS0guI6yFZMTFYtLOcToHSAnHwZRKxMXiql//tr58x/ZOwVJoY8guSa8shzETwdrTMM+GZhE6koqp/gEK5XmKhbM4JpqSDMA3hs8Ua7xh3zf5zOvfim87aCGS6ogBLRXSaDK1Mr7jooWglsq2El6zvX242SzKsqmV5qjPlzi29wUe/OQnKSHoG93IpmoJveRuG1jcHrBsBq7czWvefDfv27J9geQ5LqmeAqX5ebxUGif0uWXP0ziOTba3DyedwXJs5qenuXXvN3jk5ruZT2VIeXVsDLHtULMdHK/G7q89wsD0GCPX3cp4vg/bqyWfEcsijiJKszNMpvqwqhF9kcDNu6uawttEe2JpxY+YKvv4UdwqVDlKYinJbC1k+BwykNVqOV6p5gOSyPvZ02Ok8vnOF6K24YIj23asadurxbm0MbqWJKnKgosuB0lLZsUnt/3riCSjJIhxtcEVEJ9HGu0iiGSYn1Esb90osAZS9N2xa5Fr6ULYrs+VOdIkGsOb89x0zxa+8on9y6zAXi1aMYStm/r6vYkuIbmMsBaSofr6ELaNCQJEarm9zgQBwrZRfX1rWkOn9k4pjPjNA6cWVU6KYcyEH66pOtIeWNbx/UEjti3ZamDZkE4jdRJVz9KLk2j91cKXIsVPSMXbXvgy//Dqu6lbTmtGiNIxVuhTzhaILQthNF993d18d9cNvO75r7J9ZgwnnSaOIqSy+I6V4Y8PHOf0zfdgGkPwhipF7jy0h13WNJXiDE994gG8apXQq7e1ByJKU5N88W8/xg/9wn/iVzZt5OOnZ5jwQ7SdInIDRstF7jj4HDt1HWt0feuELJVNttDLXW/YjXj+SZ7aej1zfcMEMplkvK4yx+0Hvs3AiYNox+HNR/fyqatfTymVIRP4WDomth0qloMKQ7YUY9INq2Z7u+VjTx7mlm0DK1Y1mq6RuXrYSF41KCkQSeQEXhhDpDk1W+Oqwsr2ztVqOS6U5qMZeZ+2Oqd5WraNX62cc7jgxUQzaVZYAjmYIhqvnfuHAGJDNFlrHESNJNYL0CM1jUNOuArV46D9GOPH5O/ejLVN4Q73EJwqE1dCdC1EZm1U1qbv3h2UnzpFNFnH6CgJcVuXJX/HpnParoUUKxKNejXEsiQbd/UxdbLMhiv7uPO+XS1xql+LkEowuCG7ojh1tRWYburr5YUuIbmMsBaSkbp6N84VV+AfOIBw3WV3GHGphHvllaSu3t16fFl41grah07tnaWVk1IYIwUM2RYTQbSqirHFQn6JTSKG7ZSq2o7AXiAUi9CBjEDianjm+jfwU1/4OG/qG+HRHTcSNWyYkWUTtV2oVKxBa6b7R3ns9h/nnqf/ha3jx7FSKQ69/m4+OuNTzhTIeTVUvUokFeO5Pj51za289ZnPs8u2mT55HNt16RkaWdQeUPk8zwuL/3lwgvKoTdjQA6zPprj64LfZ9a0vk+8fQLgLv2djDOX5WebyIY+e+jg3HLS459i/Mje8BSc/yoAWrC/PENaqlIQgDiO2ThznbQKe2HodU9kCdeki45iB2UkGpjS2Pbp4t4nVDbC7Zn0P24ZyfPPoDFobbEu2JWCYxjBDePS747x5y9aO21itluNCaj7aI+9tZ7mdcbXDBTvBaEMwViaYrBCEadwNPeelP7BGs8gem2iqnghXV4v2Cobg7PqTtSBOfp/CTY4T6Sq0Tlox3sEiM5+bIhqvob2oNXBKpizsdVlS1/Qjdie6LGdzD86GlW3XS+23nYiGboxQiNHseeIUe58ca7lifux9NzB1sky9HLS24aQtjDbLXnO1FZi1ztvp4uKiS0guI6yFZAgpGfyl9zD+oQ8RTU6iCoWWADYulZDZLIO/9J5WyfvpYrlFKEKTtGJ2ZFId3SGdcGtvjqySPFeqMeYHfHKiSMGSZJRiOowIVnGnFpKcR7NSkFGKqTBqhast+vH2B5qVAx2jmy2jFcgIQN5SFAdGeeGq1/D19TuRWieaWLn4oy50TKwU1VwPmWqZwHb55g23Y8xTPHvj7ZzeuI1QG4RlU0pnSUmJFWtc38NzU3ztmltY/7mPg4lJFwrL2gPj+X4+v/saarbDSBzRl3LxtWHCj5i78tVkJ06x6eRBUrk8lm0ThSHl+VlKpsKebR75OItlNLGCnumjyJnj9OXWI+0sUiVBVVpr/FqVrePHec/MBKd7Bqg6LmauhH3sCC/t/ndULUOuegY7rBHaGSrZkVUNsJNS8JZrR/nGkRmgyQcb7TRtUEIymHc4MlXlxGyN0cW8Z9Vajo1XXXNBNR9LI+/Pd7jgUniH5ig/eZJwskYl42HVZrCHM6uqBnTaTjzrY7xXwCakQKQVZi2umk7QTeGsQJcD9HzjcQGlx45SzfpYczbCiNbjaIOuhfhH5vCPzCEchXQtrOHZFffH2ey3TaJx6qVZ9j45RhzpFV0xAHu+dPKcNt6zVWDO1urp4tKim9S6BJcyqVUIgT0yQvVrXyOem0NYFkiJ8X3i2VlkNsvI+/8rTmPugLNxI+7OnQTHjhNNTaHLZdAad8cOet/2NlQuR1wu84xK8cEDpxjzQvKWomAppBCc9IJlqZ+d0EoCPTXFU8UKL5RrlKOYrJKkLEmoobbSADiSc9iwjpiSNlIK+uwkrXJ+hSFaye3awv9UHCFE42IkBSuREQn02ooAwdToFmasREOymIw01IFCNobDSQK3oSdJ5zi65UrmcwVCy0KR3NXFlk3gpPBdF99NYaTES2XYPHaYbLVMadNOJvuGqFsOJTfD6Xwv+zZdxQknQ65eJpvJJkJZmSTizmkIr7iSW4qnqRWLrYTW6UyNPburqK0DOJGk/3iMEZKZwY1M9QxRloJRo4gDn3qlDMYQ+h5+tUpYr9IXBwwHdazJ00xbvcxlRth99DE2jD/H0PR+hmf20188Qlllqdo9/NRrNjHSs3K7pVgL+dK+SaQUyTC5BklM2ZLRQpoe16bsR7zxijxXrBtY9FmePHqYFx79bEOTs4QMisS+XC0WyfT2sf8bT5/zeZuuvo5c37ktmkIIcv0DHP/OC9TL80ilkFISBQG10hxOOsPt972L3pF159xWE96hOYoPHSSe8xFphZ81/z97bx4nWVXf/b/POffe2qu36W22nn0HlE1WkRiIaIyoMSZG4mM0alATYh6N2Z6AP3/6KAkhP6NGjHv0eWnyCyRRXFAjYthRdGBgmLVn655eqru61rud8/xxb1VXbzM9wwwwhM9LhK7qunXrdt1zv/f7/SyktEU44Z6QK+mM7aRVpLI52ZGL4djck8XAkdOk2jl3BYA2kVNrTU13x1p/pzEykgKZWfh4NOS3pUKdRMqa47TatSxD35o2Hr5zP5VJl0x7AmXF4ZVKYicU9UrA0X1F9vx0dMHtzHZszS9J0bk0Q3GkSqXo4dVDjDZ0Lc1w8WvXzhn1/Hdyan2u4oUOyXMMmYsuov+mm6Z9SIpFhG2T2LBhjg9J4/cbqptwYgL/8CGK3/0e47fdhvF9jO1w89v/kNLSFfRnUy3yTWizJKNewEf2DPHv52awWu5AG+OdewolPn94lLKvCTD4xhCaaMwy6Pp0ao27UOrqLDTWvFHfjzw1OBanJCpKJKAsiyD+fZjbpZY0Ot+R2sbThnFNVHToxh1kw8Nk1kITszRDaRFaklDJJuk1RGPU9PzZIJBaE0iLIGHx6ObzmbqwncmuXjzLwVfR6WSHIesJ8ISFYznIlm00/EEOh4IN7/0g/ePD1KaKHDFj/PPuvyZtZ2G/mxUAACAASURBVLGEoNop2bNmDdtXX0ahvbspAX6oXOTCh3/EioZMWUgQ4LsuxZER7GSSdC5PkNvApn13kTA+gZVEW6nI5r0yyua936PrrF89ZoAdRDySTEKRdhxANBU2ybgFXvPDqMhKzF1GFsvlmBodOeWcj1MRLtiA0YbS3QcxbhgF3zVqWVsh8mrRrqSzt2OqTyP8rrnRk39p+sJe/MNl/OFqdA7MdyIudvuBjizt886c49Eqv023OYSBwXdDhBKk8zbVKZ+ffncQO2kdUxWTSCkKRypYCUWuc1qGfjwZ7/JNnSzb0PGCU+sZghcKkucgZhcZx3Jqhci/IrVtK5X772f8C1+Y4WHyRMcS9qezZEePYkQPIpuhHISxfbxBG8PPS1V+7ae7+bO1/VzWkZsx3hnxAoJGABhgieji78acuoIfznBnbUXDQbIBGRt2NQqTxVggaMCLi4j5lhAr3qcASAioBpGFvQFkeLx29vQOiNjB1SBQRmOEIUrlEdP8FREVScJotFDs2PAiHK+OrUM8ZaFje3qjFIQBoVAUs220SYtWAWTDH2Qi0LwoVnocPnQPwZM1HCRozYQa4KHzX4UxKVL1ClKHBEpxNNfJdy59Fa/4r2+xuVLAq1UJPD9SSugQIQQv/913Yb7xdY5qj7IVFZoCQSAt6ipNJqhwXvFnCH5jgaMaYab7aAIhWoqzOJl3S3+WlZ1z5eSL5XLku3tOC+dj5bZznla4YAPu4TLVoQqBEihfk3SmX79YV1Ig8h8ZqUWEViEIKqdA3XE8lvgCSJ3fQ/bCfsa/8gSyw0EXfTC6ZUzKiRU7GnSoUY5qHo/qoyOorMPklMvEUJl2JWC8Tj3QFMPoVFKWJNE0QCseUxWDAR0a7IQ6YRmvkOIFae9pxqc+9SluvvlmhoaG2Lp1K7feeiuXX375CW/nhYLkOYpGkbFYLORhMtXWTmjb2NUKwdgoXiLJIdcnNAYrJiYGBvZUXd6/8yC/s7SLLx8ZpxxoUmraBt0QdSYUAikiUqoXP7fQmhgAOSWpB1HRYotmlB0CcKSgtsisG0FUeMxnY+/HY3BLSRwl8MOIIzJjXV3AErv5dHy8tJQYCRKNRs0l00J0i4xBS0XKcymncxghkKbl0wni37EY8nzWKoGML4aujjg8nU58+u29m/Z7/jdWOImnCyQMHOx/A77lkHLHkUYhjcDxAxxviko2z8MXXMm5j/6QdFs7geuivSo6CKJAwskJ9MQIHR3taNfg+pGPiQBSjkVHrh09MXJc6etiknnf+dK1SDmXC7FYLsemiy9nx90/OOWcj+jPJJ+WtPfe3WN8/85dvLbiU8BEBmGWJNkHTZbEIlxJIZL6mlAjlIXxwshzvbmjnFy3o7XhJ6PiSJf86ccE0OagjMCEGhMajDEk17QTlv1of2zVwiM5iX1ovFX8cUxoCMsexW/uAwmhH3K5id7X2AJtKyrasNs3jPoh4ZTGbpBpj6GKCeLxlGW/IOM9FrQ2Tysf6mTw9a9/nRtuuIFPfepTXHrppXzmM5/hmmuuYceOHaxcufKEtnXqnYFewLOChTxM2mtVLK3xHQfteozUPUJjsEWcqyIEUgi6HUU50Px/gyOU/JC+hIVq5HG0vE/QUqAshIYAIKsEN67pI461I9QGrTVGGzQRObIBOev1s6GIUnudWXdHmijkrt22eFEuze8u68bSGisM0FIijEEs5PJqaHncIExEsTVKkghq8c6IGQu/lir+MVrBdTJF6ERclVAqwpYAQK0sNFDThj01j3IQRp0FP2RdOhkF8e29G755A5uHdrDa9ykKKDkrqDr9WGEJrTT1TEAlHRAmNEoYMl6VsVwnR3JdCK+MXTlEojZE0h3BVAtMff9WQrdKLpNkVVeGga4MyzvSDHRlWNWVIZdJosNgUWOQhvvo5v4cVTdgpOxSdQM29+f4yGvP4uK1XfO+TkjJhde+ASeVplwYx3ddjNb4rku5MI6TSnPhtW9AWtaifu90mJgdCw3b/McnKoQiMgGUQlD3Q8bLLmU3LkAW4UoK01JfwtgMrbVAbj2ZTiT4qdG4S1vYfZnoGDVUO7ZEdSax0w7CkpGUtxaApyl+Zz9TPxiMJL++Pm6xvhgYCcYNCSfqUWBgQoKjEL7GZrqLGRjIScHZCUm3LSMzPy+kZ1WO9t401ZKHW/MJvJmxCb4XIpVYkNsxW8ZrtGFkcIoDj48zMjiFOYGQzzMV9+4e4y1feJB3fuVh/uc3fs47v/Iwb/nCg9y7e+y0vu8tt9zC2972Nt7+9rezefNmbr31VlasWMGnP/3pE97WCx2S5wkW8jDZMDrMwMQYu7t6yWqNi8ES0yd2aAxJGallPGM4XA9YGkeoW7Nbo0RrV2DMgoF7gml5by00fOLgGAGRbbtnGsTI2PygRS0TjYMEgTELjrOD+E5OxT+/ZWkX57Vl6LQVXY7NWdkU28s1PrvvCCm3TiWViTJkjMaIuXddrcUIRARXBChf0FUuc2RJBi0bOToRnDAgEXiUEimEAZHKRFQA0aD9zc9VcbXhYN0jLSWdjhUF8RkDP/lbqBaQfpW3FT0+1NnOUbsdLSws42MwkWGngrwBV4AKAsKkoCI0TB6M2u1SEQiBlIK8dxjl9RBUE9jZTlKz7jh978TGIMdyH9XHIDMvlstxKjkfpwKttvm59iQjBVjmgy8FtpIEBkbLLlnHWpQrKYC9NIvVk8IfqiCSajoQavZ51Pr47K5F68+NYsRRZC9bFitbBO6eScr3HcEEGiEFuh7ERQIgQWYsREISFOoYT0dVgiAuvE/S20SCVJKg6MYGbhKSCj0evW9DSZcQUDFQN5AUsM6WjHjR92d0sIxb9fFqAW4lQEhQtiSZsQkDQyJtke9KUZ50jyvj/e8YqLdQ7tRijRBPFp7n8cgjj/DBD35wxuNXX30199577wlv74WC5HmChTxMJHDdI/fxsZe9gkIuj24hk4bGIBH0OHZzymCYvklLSTlnrBIVJAvvh2F6jdPASN1FBiEy1CDNDHMzoQ1GAggCwCHiVzQKntb1t5EcHHfOSUnB1UvauLJr5mz4rGyK1QmL7VWLtlqZciJNIBtFSUuhYHQ0ejEaoaMcVa0BKZnItyOKBRK+h2sn0MIgMWRrVTJuFd+yIZnGkZLanM8vYmrtXIQm6kp9bMPySGp95Gfo0V1sT66kkE7TGZb5i8IgfysnOGpCfGmjtE/CGJagyCgIJNSwUDokM3k4+hzKjszKAkF3RrNpIMuOcZfRYgErPZPkd7JjEIGhxxslVy2SstoQ5FjMbfViuRynivNxKtBqm48UfC9n+K0JaNdQluAJMH6IN1nHTtnHdSUFZribmno4PStt5YE0T0CB1Zsmc0Ef5Z8cJizU4+cF2ALpKLQXRp0WJaj81xGq9w9j9aTIXbGCzjdspHT3QYKRGmHJm2H0oysBwtWIrA2hH9nXQ9OL5KS6NZZE+2EcAihQDdKup2esJxbROe4BnoGMhA4LylLwyLf3o7Uh05bArQYEvibwNBXfY8nyLJe8bi3AcWW8h5+aaAbqJdIWUeKCZuRAif/8pye58s2bnndFyWJyp45nhHiyGBsbIwxDent7Zzze29vL8PDwCW/vjCpIfvzjH3PzzTfzyCOPMDQ0xO233861117bfN4Yw0033cRtt93GxMQEL3nJS/jkJz/J1q2L52KcqTiWh8l5h/bxx7f/H/7x1b/Ok6lMcx1MSkmPY5ONiWSNm7LmPa+APsdmf92bceN0vBuo1t/tmCpStKOFvfVUEMYgwgAj7OZ1zTcGFY+QGiTTBiymL38hUNeGA/W5PhpSCP54wwDXP/BzqsqirV7BCIFnYudXY9ACXCcV3xlKjJLRexlDqlbBcxJMZdtwfA8wKG1wZI3+9jbcMIeHIIHAQlDTurmOL3RcElLQ71hxEQhtdnTa/aQwxSfW/k92J5biSwvbhKyrHuDdB75GpbKfPek1dAejpAxgKRCCtBMyIfP0TI7SfXQQIxVBGBUjjjJcOOAhleDCVR53PeVQHj9KMt/R9Dqpl0snPAY5lovq8i1nHff1i+VyPF3Ox6lCq20+wM6E4P90GK4uQU8AwggsA/X2BD2vXLtoH5LkunY6Xrs+8jM5UkEH8bjEEoi0HfnleBqRUrS/cg3Jde1kX9JP5cFhKg8OEU55kRNM/GUTlkRl7aZtuz9UYeL2XXS8dj1L3rqN4vf2U777UPTmimZH0PghZlIjczbCl4i0RThem25lNBD/LLsSUNeYQCMdhbEEwo+8SACEisldUiDbImKyLsXPMc3PwhiSEWebgKgmy2ZspsoBQaCb6plk1ibwNTrQuLWARFo11TPHcmxdtqGD//jEo3j1ADupqEx6hIFuxh349ZB7/3U3b/jgBc8rlc3s3KlWLNYI8eli9vvOzjhaLM6ogqRSqXDOOefw1re+lde//vVznv/4xz/OLbfcwhe/+EU2bNjAhz/8Ya666ip27txJLvf8duQ7nlHaBZkKr1zewW85afZUXbodRVqp6YaBMdRCQ95S1AJNuxV9oXK2ok/bDHsnZhPfQKA1nbUKZJLxwhRzUITASBUVJjHZtTEOmj1csQGrZQHR2iAFfGt0kuuWds1xm728K8+NfTn+dtcBRjLtaKWwtKZ/9AgX/fRudq7exCNnXzrz+JlolfedBG3lSUJl8Ws/+Q8sP+CRTRcwtGETE0JhYdikA67IOHzOl1Q8jYKmsmc+dFiKvG2hjWHECyh4AT+ZKPH+yTzl1Cra/UkSQYArbXZk1vDB9e/jd4b+jS87fUzaSyAokTDgSptJJ0mH9nnVkR2EIVRCFTnmZjQXDnis7Ixm7yuXSK7yhnkwXEthonbSY5Djuaj+8tuvJ9Hdd/wNnUFo2OZ7oSYZu/zuTAiecgwrfeh1DDu9kD957VqSKxZvigZRUZJY04Z/pEx99yS1x8cIix4YgxASe3l2hrmYkILsRf1kLuzDP1ImLPtM/WAQU6ij2lpuPKRC5mVTduusyuM+NTFd8LSOOCSxuVmAcCQdv7qGcKJO5cFhwqnpIl/mbTLnpOi7dCP+/lKz60KgEUqSWNNOalsXVmcqIrJ+Zz9CgZ7y55LBW/haSQUugIB67KiYzk1fTIUQ2I4CR6EsyeTRWlM9cywZ78jgFBPDVZQlKU+4kYOrEAgRZVkZA6MHy9z/b3u46DVrnzdFyewCejYWY4R4sliyZAlKqTndkJGRkTldk8XgjCpIrrnmGq655pp5nzPGcOutt/Lnf/7nvO51rwPgS1/6Er29vXzta1/jne985zO5q88KFuNh8mcTJd6/8yDFQEf6filwdUS0zFqyqbJpza3JWpJ8KKnFceq1UDdH3cf2mjSUkik6igWyngA7w4xbMCmwggAjbSAqSrSZqdoRRGqPRgcijLso3Y7FnqrL9nJt3hTj15/7Is6z4V+//32GpkqkamX6hg6QmCjxg0tfBcZELq6x+kTEC2goJaV0joTv01M4ygX7dvKmBx+i8M73MLxzN5l9e1h3cH/kjXL1r3LrRVfGAX5zCxJBdGOaixOSG+qaDlvx0b3DlLHo02WE9gBBSnskvTGGnSX8qONCPrbrb/jkijexO72Sokpga58t7mHeu3YVl571Skbq/0qNDKmkTU9Oz+TtBi4r2wNW/MbbGPHaTmoMshi31Yf+7V+49HevX9T2zhTMlDtP8xWMEAzahnEdYPe3s3XZyd1tCilwludwlufIvXQ5/pEyuhog0xb20vmt1xuv8Q6V0FM+agG/Dpm28I9WKf3oIEGhHrcoZpK6hRBRURIYhCNQGZvUxk4yF/bP2BfVl2Z0bBQhxYxCar59NdpQ/dkI3qFyNAZSImoHNiZBDWqMiLqzNjCloWIJLKNOSQhevewTBtGoJ1IUgZnnNuHR7x9kZLDEea94fnBK5iugW+GGGlsKOtPzZ6Q9HTiOw3nnncddd93Fa1/72ubjd911F695zWtOeHtnVEFyLOzbt4/h4WGuvvrq5mOJRIIrrriCe++9d8GCxHVdXNdt/jw1FXkna62PSdh7OtA6ioo/HdtPXXghy88/n/oTT057mGzehJASrTWXtGX4+IZlfHJwlN3VOiUTkVy3ZpK8e6CbS9tzbMsmZzyvgoCzdMA78g5L1q7ig7uOcKjukRIw5EclyXyqQQvwLYupVIoudETibIEKApASacAW0cgmoyLeSrtlMexGFb2nDTpmZ6SloNuxSSvBqBcw7nrozPwumSu3ns0fbt7G0f17eejR7dy7vYt7XnE2Y53d0VxbRix/FUafQatoLBJaDjVl8+1f+g1W3vND+n/xCP1f+Bx9vh+pmLq7MZ7HNd/+N/6zdzl7Vq2jLekggWEvwNcG2xgsY0goSVoIjNZMeQGbsym01uyp1OiwFDLXB4V9zdVaCOjwp9iTWkE+qPDV7R/ksfwmCtmVdOY62HbBbyDXXILRmu6BVXB0B+T6oo5T44MbA7Ui9G6BvnPobilADFGhsRiM7NtDYegIyVx+2ik3RtRaz1MYHmLy6DDdPT2L2uaZgne9dA1/ccd2jk7VZ8idi1WPnk7BWy9fAxj0KVBvWEszzf82RFkuWht2DE1RqPp0pm229Eck4qDio8MwNtub+95hoNEVj9JPDk07wYZg0DO5REQtA5m3UX3p5lrUui/zrVPW0gxGG/yhMrVdE8i0wu6PCpPMS5fjfeNJTF1HVYcUM8zfjIgbJQZCAeNdSc6/sJ+ffneQMAgXCMELkQoSGYXWmsM7J/jp9waZbCGstvelOffqARKZ6JgEQRAdmQUaINoYRg9O8aOvPsk5L19BfkmKZNaic2nmtK3Lx4J8mjyphQpooOkXtLk/d1wjxJPF+973Pq677jrOP/98Lr74Ym677TYOHDjAu971rhPe1vOmIGm0jOYj1wwODi74uo9+9KPcdNNNcx4fHR2lXq+f2p2MobWmWCxijHnaX8YF0b0k+gcojc2Ufa0HbunLMFi3KfkhOVsxkHSQXo2RkVrz+V1PHmbk4Z+SPDpM/+hRpFJYvb380VWv4GsqScnTLNF6zrJoi1byq0E6Nl34bA3rmBmLhEGFBmOihWhVyuF1vXlytoUxhk8MlnFkxLbVRATchBQQ+LieYYk2pEpFRoKF/047yjX+Y6TCYLKTysUvJSsEW7U785ca+6T9JpFGhZpULscdL38FIpNkzdEhrI6OOSf7dU8+yh1dHXjkyCjFagwToc8y7WFC6FQ2quZRCTW9SvDWXJaxkVFWuxXabIVEQKoLahNNdYUOA4pSMtL5Esayy+nb8Cv09W2D9tWMSQkjI9EOnP1ueOiz4NfByYKyIAzAK0N7P5z9dhg7vuTPGE2tdoAgKGNZWVKplQghOXr0KFbnEpKZ7LyyaWUMVCtMTk4yMjJy+r7LzwLW5uB//fJyvv3YEEOT9agzZwvOHUjy8jVZ1mQDRhp/h1OMJ4ampt9XRynL/e1JrtnWzzrbptTmI+wAMauroH2NFj7kDTJlRWF4MF23CGIVD03vkcw5KUbHRufdj/nWKW+oTO2xMcJJrxm0p9odUtuW4PRn8S5ro/LgcDyymalii/7TYIRAbe5ky3nRWt3+lGBqvIadsWhlmhkMYSWgfWmC0K7y0A8PsevhEXSoSXRbKCXRoWaqOslPvjXFtiuWklsOZvz4GUGJNHh1l4d/9ARWQiGlINuRoG9z6vSuy/Ogb3YQ1AliMX5Bv3/F2tPmR/LGN76R8fFxPvShDzE0NMS2bdu48847GRgYOOFtPW8KkgZOlFzzp3/6p7zvfe9r/jw1NcWKFSvo7u4mnz89FaXW0biku7v7tH7xjdbzdkoaONZpUHngAZZ+7KP0tbi+Gs8j3LWLdT/7Kdf9xU38XbqDHaUoOl2ISLbbYVskBByq+7FLq8EixBjB4yqJbiG4NTw+Gjmyv7V6Ob+8NPK10MZgigGPlmv0Jqw5hcBRN2BzPsUFK5fPm1gM8F+TJf5idJxSHSoqha+saC1eTEhbaZx8uUyhvYPyhhfxN08+gVWLNDUaeKq7j2IqRW58nF/9t3/h9rf+Po9LK/JpkQmSXpUjToYjMpJPr8sneUfcgfpFqcq+0SppJUkpCckspPIwNQShR03YVKWgJxXSc8UfwOqXLrCTvwQ5C/7r72DsF1FBJW1Ysg4ufdfCr2vBxMR9DA5+lkp1L8b4CGGTSa9hYOD36O3tJSiMUa+W53VR9V0X33Npb2+np6fneVWQAPT09HD5WWtndCo29WYZHx87befufXvG+dD3D8XyzUQk3/Q1Tw56PDR8iA+/Zhvr0+34QxVkfpp3YYwhGKuBZ4EjsVMpgko98hmhZQ7aEJoJgd2XofvSjQtyKWavU/U9RSa/f4Csa5DpVESm9TV6MEAMF8hf20X3pRsZ3xXgHSkjkwqhJMKWGF9jQo12Q5ylWbqu2dp833Mvd7j7azspTYRN9Uzgh9TKPsqy6Vi7hAe/McTw3iJhGBULdQvSeQsnaeEYQ/moy84fTJLtbGdkdP4CqxWuFBgTub62dSURUjA+7lOdKtLftfKMG+U0/II+ffce9oyUKcbj9c39OX7/irWnRfLbiuuvv57rr3/6o9vnTUHSqDKHh4fp758OzjoeuSaRSMwboielPK0LrBDitL5H5f77p7kkvo+wbZzVq+fNw5kNozWFz/4jplTGbnF9JZFAdnfjjY6i77idP/zAn/CRfUcZcj26HSu6uAL7ah5hg6CGILDABAItxHRBIpr/ByJydF2ZSjSPhwTes6qX9+88yJAXNvksTb6LrXjPql4sNY+/CFFB8/cHxiiFhpzQTFgWwhhCNW1cthAczyNfLkd8QN/nqb5lfPniK9k8NsRwro0frd3EgY4lBFJhhSErRo7wXl2j70XnUPACOixJd2WK0UyeiUDT6ViclU01C6ez8xnWZlLsKNdIqLjFmsxDIo/xqkwEmi1JydlXfWJGDs68WPuyqPAY/jlUxyHdBX3nzJBXL4RC4V52PvWXhEEFy25Hyja09qhUn2DnU3/Jxg3/D539S2MX1a45RWG9PEX3ylW09/ad9vPl2YKUcPaKjubPjYv0Yj6v0WZR/JDpbRv+4cd7Kbkhffnp3KmElPTmFcNTLv9wzz5ue+kGJu/YjZnyEWkrKgzqISJWulj5JEJIrFyCYKIezUpU1H2TaSuyrUlZtF+zBmUd+/vV+KwCQeXHh8DVqHwrmVY2M30qPz5Eau028i9bGcmb3RCRFvEoUmA8g0rZ5F+2csb7rtjcxct+e1NTPVOdmjZG0wE89qMjQMQJifYFAk9TKrjkOqP9CFzNyGAZNVRlVht2gYMNSsnIMd8IbMciY0s8v8LP7jrAik1dZxzp9Vh+QWcKnjcFyerVq+nr6+Ouu+7ixS9+MRCZttx999187GMfe5b37plF5f77Gfqrv5qRaWM8D/eppxj6q7+i/6abFixKtDE8/PMdPCUdOjZuYVOxMGMU+8jy1Xz51b/JgY4u9I5BjBUZqo36IT0ispqvN+bRQrDEVoy6MSGtJRPGCsMm385IiY2ZtlKPcVlHjps3rmjm6hSDiBS6JZvivQM9kZfHAtherrG7WqfdVvihwoiw2S6e0UKeBx21KtVslkImh2vZhFLyuYuuQMZSZGkMXZUyXbUSnpTs7VvGX5Hir4OQK7vyaK0ZqZU5O5ee96IlheC9Az28f+fBGeRhVxsmjU02IXnvhhXzFiPGaKamHmP00A7CmqKt4xx6V69DLH3xgp9nPhijGRz8DGFQwUlMF51KJZGyF887yoEDt3HBa27g+//4acqFcZLZ3Bz58AWv+fVnxSvkuYT5Cg93b7GpSoks42XTJ2QhmfBi5Zu7U5L1sXw4GKlhdBCxy6VAtScQsRW7SChURwJd9DBBVJAYDc6y7DH3o/GZvMMlvJEynp+Kbixasnhm71trpk+rvLmxf0JK7P7Mgu/bUM88fs9hHr5zPwhIZ21Kky6msW40lg8ZxVfo0ERqGmOaTqyJlEXgecf1JmgWGyKWLcefw0koJhfIxDkTIKU4bdLeZwJnVEFSLpfZvXt38+d9+/bx6KOP0tnZycqVK7nhhhv4yEc+wvr161m/fj0f+chHSKfTvOlNb3oW9/qZxUKZNiKZRCQSBCMjjN32WdIXXjjnQtII1Xtq0sP9td/ENjAwOcZ1j9zH+Yf38/CyVXzsymuo2gny5RIpt4ZvHDwULpoJP8Q3Gm0i47LehBNlqDRrgBamPxEHQQO+EHSOj7EtPbdTdVlHjkvas2wv1yh4wZxuw0IoeAG+MSSkQDsO+DV0805hgdeayAAttCSFZAehlOjGjWAYElpW8xgXMlkcHZKuVugWUFAdfGJwhEvaj+3Y2fq5TrTYKhTuZefjf02pvAujfYwW+E+lCb/1Ys79pfeekKNpqfQ4lepeLLt93guMZbVTqe5l7VnWMV1Ul28567RxKU43jNYc3bubod07wUD/+o30rll3QgVWfffknMJDZi3Ckg/axJbx1hyfkPkuyici30xu6J6hegnLHlPfHWxeXAGMG6JL/rRtugCVc8i9dPkxi5HGZ/JHqpTTdazqOCpjo90AlZ6fQD470+d4qpyFsPfRUbQ25DqThL5GBybqZBiDDqN/hKQp5w193fwZAU7SwquH+PW5PJLWaTEi6khZtpqRjyOVQIfmv30mzrOFM6ogefjhh7nyyiubPze4H295y1v44he/yAc+8AFqtRrXX3990xjte9/73vPeg6QVC2XaQHTSqrY2vH37qO94YkZ4309iOXA50LQrSbZcwrdtdnf18rErr+H9//ltvnrexVTtBEuKExAE6NFRFNAnBGMdnSxPJ/n1tSv4uwMjtCtFypLUQo0wNCW2NNQaBrQQBEIijeHV992Nt2nZvIGCUoh5pb0LQRvNZPUAWnuMuAHVUKKVnDcnrxWW1hgBZScVjZeio4Y0BhVb6cr7qAAAIABJREFUuMcHkhAYT6VJ12vYS7ppty12V+tsL9c4awHVz2ycSLFVKNzLY9s/QK0yTugqMEmkMjjtVXTmPu65fZLL+ctFFyW+P4ExPlLOLwWU0iEIivj+BCu3vXRBF9VnWpFwqnDgsZ/z469+gbGDg+gguohKy6Jr+UquePPvLuo41ndPNkcTjcLDBCH+cBW0QXUmo/A6mOMTkljTNufifKLyzYYUGKZltxG3RIKn43ENkaxFAEoSlj0m7ti9YFHU+plEWiFSFiKUBJMuxgvRNR+Vmec7M0+mT+v+LQajB0tMDFdJxpJmHWf+CBltS4ctnZIGF4bo38aA5UgsR5HOO5SDOmFsKS1kky8+XZRog5CCdNvMblSk3JHNTJwX8MzijCpIXvayl0237+aBEIIbb7yRG2+88ZnbqXlgtKa+44lpMumWzc9YW3uhTJsGhONgikXCiYnmY9oYPjE4QjnQ9CUsBDaeYyPrLt1hyGg2z20XXcFYNk++Wgbfj85sFUeBG0Nuaoohz2PLgX1sySxhR7lGUonIfj42I1BhSGhFUXuhlAgM0hjWjo/w6gfvIbx2rsfMiR7LB4Ye4HPbP8feqf2U8u/BtZYBIZaQBPNpk1sQKIUVBvgqMmxr8DBUGELcHYnGPpEKx7MdgqVLSWQzJIyhGBgKXgCZhd9jNhYqtozRlEqP4/sTWFYb+wc/jVsrEFQtpLKhsch6SVTCJbdmLw/e8Q1WbDmreXy0MQsWO7bdgRA2WnsoNbeA0tpDCBvbjvgTzxUX1VOBA4/9nG///S1UitE5IFQUmKjDkNHBfdz597fwyve875hFidGG0t0Ho2Ik33pRa7m4lX1ksuUCPWu0Mfti/XTkm63W9HrKQ7vT1vKR46pAtTkIRy1YFM3+TIi4GLAVql0RHI06LiJlIaWMUot1dD6YerioTJ9joV720aFpepLIWGHX4L9LBTqEMDQoRJOoazQoBel8tOY5SYtsZ5JK0SX0NJYtm8WM5SgCL8QYyHYkcFr+PsYYPDekvS9H94r/PjexzyWcUQXJmYCnQyY9FVgo06YB43kI20Z1TBP1WvkWjUXQWtKNf+QIBAG5WoXD+U60gFwshRa23VzMhBAkDJSk5OCd3+E97/sjPrDrUJMf0RVLDUOpsHRIZ6UMgGs75Nwa7/7Rd1CWNWOf4MSP5QNDD/Ch+z5Exa+QT7RjSws3dkgJTQgi8hmZ0SoxBqU1YczXCKSaMVqygwAlaLrKNjgowrYxAnQyWgQbpmezeTAng0LhXgYHP9NUvhhjCPwioS8R0po1cRJo3ybR5lKo7mRk/15616xrjt92V+v4Jtq3delkcxyUy20lk15DufIkUvbOufj5/gSp5Ao8r8DU1HZyua1zvEjORBiteeCOf6YaJx0ra/pOWAqJ1iG1qSIP3D6zuJsNf6g8L6fCNJJ8JZhAY7wQ0eqvoSTG96k/FRVDrWOMpyvfbHA3it/djz5UapoDCVshczYyEcnphS3xD1eoPjpC+kU9zff3j0x/JiDqiKj4M9gKlXMIp1zCQp1QEyUXN04lS5JY3/G0iKDJrI1UgjDQWI7CchTKlgSeRomIGCskKCv6HRMXJJYtybTPLC6cpIWUgno14PxrBuhdnQcEbsVnaqzGz+46gO9qlApbMnF8Ur2Sc68eOOMIrc8XnPkrzHMIDTKpu3MnMp3G6u5GptNNMmnl/vtP+z40Mm3C2D+gFcYYwmIRZ/Vqkls2Nx9v5Vs0ILMZ7KVLEckEju+j0Uit8S0rKkZmzbk9S2EbQ2bfHs4fOsjNG1ewJZuiGmrqlkU6DMjWquRqNUIZFT4bR4f4wH/eyYse+9mcfTrRY6mN5nPbP0fFr9CT7iFwBvBFhoSZQhFEfqyxL4po+EgDgkh5gzGgNVY4c/YcKIW2LOKbtRgi/l8k6TUmUv6sSyc5K5s6qb9b829RuJcnd/4F5fKTKJXGcbqR0sYQoJIu0o7VBwj2ywG2W1vZx2qMBGnXqU0Vm+O3HeUaaSXpcSzSSrKjXOP9Ow/yk4kSQkgGBt6JUhk87yhhWMcYTRjWqdcPEoYVavWDPPHkn/CL7dfz6KNvpVA48fTO5xpG9u9l7MBg5DUxizQshECKqIM3dnCQkf17F9yOroaYUEcKl9ZtNL4oosXvI4ZxQ4KxGroWULrnMONfeYKxLzxGffdk9Lw2nJ9McMsFq3l5R4ZaPWCk7FJ1Azb3546b2Gq0QSYVyU0d4Ehk1o7+ydlRZ8QNCMfrhEUPXfMpfmvfjPcPKz7aCwmrAcFojWC8hi77BIU64XgdI0U0ggoMNHJ4BKAEQgkqDww1t3Uy6F6Ro6MvTb0aNNeudN5BSggCHXM+ZNTZSFmk8zYdfWnspMJOzPxbtiYAn3XFcnpXtdG7Ks/KrV1su2I5V755E0uWZfDdkOqUh1cPyHcmWLmpAyelpnk3L+AZxQsdklOEEyGTnk4cL9NGZjIsecfvzbjz63QsbBGpPFJqZlHiZDJUazXSoabHrXMomyNZrWAA17IJpERpzVQixbqxo6w7uJ9wYoLLtm1t8iMO/3w7+sG7WXnH7eztW0Yxl6fNrbOpPIUM/Bn7ZLSm/vjjHP3Yxwkni1hLlzaVKiKZxCQSPGEleOQ/vsvGzds4O59BCsEThSfYN7WPtkQb0kBuTCL7JImwRGDX8EngyjaswCB1CEIQKIUKNaEEjEYrixBaOiFghMCPixnFtJ1DaCAVXbsYdgOyluS9Az3IWGl0MlhY+ZIGFEIEKKfOL7zzuTPxSoZUPyEKRUC/PsLF2V9wVS4/c/wWbyOlBEkpGHaDJvm2s/MSNm38cLMbEwRFjNFo7SFlAtvuQEoHrT3KlSd5cudfsGnjh+nsvCTaX62pPb6D2sgItdEx0lu3POcVN7WpImHgAwv4E8WFRBgE1OIuynyQ6chjg1BHs4QGbImw4nGGIDIiIy5GCnGAnS2RbQ5CmybRNfOSftxdEwQjNfpCzQ1K8a62Tka3dpBa13Fc+WYruTas+eBptKun90GKaF9hWm3vyBnvX9s+hqkHs8aa0bjV+CGmqGOyhoiOU6MbpGN32aq/ID9mMRBScO6vDMxI9LUdRSrvUC16cREpCDxNz8oc5/5KZLx1vATg+falNRPn0BMF9j46SqXosu8XZXb/pERHXxTYd6b5kZzpeKEgOUU4ETJpoqUTcDqwmEybVpyVTbEunYx4H3JWEBeGorTYkk/x9tDiT/cd5Ui+HV8pAqUwCIwQ2GHAS/Y+NWP0IoVg3eO/IP3hGyl2dWFJycaD+5vdCQMwsIqht7+Dp1xD7p9vZ/m3v4n/1FOEhQJISXDgAGrJElQ2y8PLVvGV8y5msL0LX0iSj+5mfVuO9w70IOqTBDpg4z6Pl/7wCJN2nR1vdkm4GkVAOROiE2lCZccjmejCo6VAak0QW3HbQYCREl9Nj24MJgozhengPwGWMZRrNTbaij9cv/KYMuTFYCHli5RJlEoQ6IDH1Wa+lPod6iJJVlew8Amk4qBYycjW1axz2tldHZkxfmvushC026pJvj0nl6az8xI6Oi6iVHoczxtn375PUKsfIrGAFHhw8DN0dFxE9YEHGbvts9T372Py7H6myvtIti9n2etvIHvxJU/rOJxOpPJt8ZhGzG+aGH83lWWRyi8sn7T7s1g9qSaJtDUYTmRtTCFsGv8ZbQiKblSMqIjLIZUEBTIvCSfqTN01iHBklFETq3ISEy4rHhqlY3n7cYuRBhEVS8ywa4+yAkyUxgvRl9gIhC2RaTvqmhai95fzWLc3Q6SkaFgvgxeTZCVRh8gYCAwm0PhHKvPyYxaL5Zs65030Xbq+nbUv7o5t3qcD9YAFE4BffPVKnJTFgcfH57wGogLIqwXs+K8hvHpAMmNhpy3qZcHIYIkffOkJful3NrNi8wtFyTOFFwqSU4STIZOeTmQuuoj0hRcuihB6TF+MOHTvvQM9XNqW4aEf3s1nzn4JXmw0JjA4QYCtNXecdR6bgzrr4oKr0TUKJyYx2RyEIdg2jejNh9du5HOveSNDySWYqYCEzLHy/JfxZk/zoomHQEp0vY4ZGuKRiy7j5obkuF4l77qYXKY5hnh3f57N+wJe/e+HSbqaTPYgfYVhDvQsp31qEqcK2bDEVLadML6jVTokkCoS/ogo6E8QdUjs+DkT3zGbuBPfbis2Bh6X3vdjvIkCJgzZOnSY5UmLytPkCS2kfPHrdbyyxDiSb6rXUjdJ2sNCdPMtwdGaXK1KPb+Urw4X5ozfWpGQYpp8G0MIST5/FlNT23G9EezjSIFH7vs6pZu+SLW7wNSbPWpdbVQpIMIxxna8g9X6j1h66dsW/JzHItuebvSsWsOSlQMc2vEYOgxnhLo1ckyEgEx7B0ZrjNbznjOzSaQybWGkADfE1AJE2kK1JTCVAOP70YjDllExkphJdDXxCES2OSekyoGZRFSRs9EFNzq/GhHUMDOtUgPSoHLT3zETxiOYjDWXYwUzC5zmixrbjdQqRgGBQdcDwmNIZhdjFnesRN/5MN/vu9WAn30vKlIamTcdfekZXQ+jDT/97iBePSDTnsB3AypTHrWixITg1gK++9nH+JXf28qKzV0LfqYXcOrwQkFyinAyZNI5v3OK1TlCynlltPNhMb4Y2hh+euElpKeq9E4W0JaFMoak52LCkLG2Dr529a/xWhFZwdd3PIG7dy8miOPI4yIG4OsvvZrPv/J1eLYVyYKNwbMtdq5YzV+/+o28r1LhvL1PYSyLMAz5yrmXULUTdFemmnN5x7JIJSyG3YB/LyT5H/eG2PWAYnvkJPnq++7kc698C2PtnSTrNRKeR7ZaopzOxwm9cTy51ggdcWSiAxftj9QhWkjaqmWCXBvvXtXLxUMH2Pe1L/PV8y/j4JYXx8qckBUjQ1z3+S/zq0QBh8eC0XqGhLZ7YBXlyhNUq/ujO9bQxbIiLopXqzE1NoLRmoNsYCi1jKwpIWXcZQoUJkiT6+gh7SQYdn0QzBm/NTCbfKu1aTo7ZsyhRUmBx+/8BkF3gYnXldEWCE8gAxtUiLfEZffo35IY30RX16VztnE8su3phpCSl1z7BgqHDlIpThAGPiJ2/wzDhnmepDQ2yr/f8lE6ly7jwmvfMK/iptUAzD9SibJj4nwXqSxU2iZ1YR+6GnFGZKMz0gLjhdEoZR4F2PFUOTCLiBp3KYi7nEaYZuJuK1R+2jwNX08XHI3CRbWMY44FA4SRWaCQcYJwPLqZD/N5tixkFiekOCFjstbfP/Rkgbu/thOvHmA7CmlFipyxw2V+9NWdvOy3N7J8U+cMmbHvhpQn6jidGiGi12ht8GoBP/zSk7z8f2x+YXwzD3784x9z880388gjjzA0NMTtt9/Otddee9Lbe6EgOUVokEndp55CJBLMVi2ExSKJDRtIbtk873n+bKtz4Pi+GNvLNfbZSbqyAsutYmoVTBglgiIEuWqZ3ULw4H0PctElL4m6RvU6xo9SfRsS4YfXb+bzr3odnmVHXYmYs+Erm1BaFIGvXfVqXvSpj6Msi10r13Cgu5d8rYIwYMIQkUxEhZ+Iuha7pyq4yZXUMiUCE6BQbBl8gjd955+447JXM97RjStTKK3pHR/Gsx2qyTShUui4Y6KlRBkd+aPIaYv5UjqDwtBhKw5/807+5qrXUE2lyderOPUQTyn29q/g5quuxfr3b3Pt+ecveIwPPPbzpslYGAZk+0p0nz1KqitAWoIwKBEERRKJpdhWjsrkBEZrpFKUrRyBdkjWNAEKHRikTNC5dDk0uSuGPsdh2PXnjt9i8u2WbIqzsinu3T3WzL7wQ8NAbojrNmmyukouNVe+qbUHAei9RyldVcfYGllx0LG1uAglomITZl327biFzssuRgjZ7IjcUyjx+cOjeKGhw7GaXbhGl+vmjSuekaJk5bZzuOY972vxIQnRcfqtkJJcZxfJbI4g8Bk9sJ+7PvtJrvq9dy9YlGAMhX95CmFFuS0iqRBS4A9XCCbq5C5fhnQUQpuWmV/joE4bZMzbAZhlODYbuhrEF3crKm5iommT0N7a8ZBETypB4IWRyVgYZ92I2LE0nmYKS2JMS2ul4fsxn+2MNnF6MFExlpnr4TGfZ8tizOJOFI2uR73iE4Yatxo0j4m0BDqInl+2oWOGzLg8VkPrSOkU85pj/xKB54XN1zzn1Tdan1SMxMmiUqlwzjnn8Na3vpXXv/71T3t7LxQkpwgnQiadHf/+dKzeTzWOZULWUON0ZNMgluAfPhKdvEoipMIxUDKaPV/+J86SJuoGyXjGHJ/HWgg+d83r8CwLKwiQDbWLMYgwJFSKwLY40NvPrhWr2HhwP8VslkBZ2G49OnZSYi3pbm4zIQWTWlNJ5VifX8qYW8ANI0vptQd28sZvjjO5ZCk1J0WxfwV3bzwXz06QqVVIuHUm8+0YqQgsC63DZoECYIUBWkgMgk/vOUJy6/lUk6moU8M0sTfn1iglU3xxzRau3vEE9HTPOX4HHvs5d332k3i1KslcjraeIm1b9iCkR3XSIdvRi+04uO4Q9fpBArmEwHORFqiESzaoIo0gMA62DhEYdBASeB5WIoGrDY6UvHlpF/9wcOSY47f794zzZ7dvp1L3uCB5iC67xLiX5Ui5h6UcBpEgl5y+sBhjCIJJkqYXEx7F7/IRdTUjnRWi8Y+sSGrZg5RKj/OLcFWzIzLiBYTGkFaS0BikkPOSbZ+J8c3Kbefw2//vLRzdu5sju57k0e9+i+pUkbbu3uZFx3YSWJ0O5cI4D97xz6zYctac7RhtKH5nP7ocdQGNr6EWJfHKrI1xQ2qPjaO6kwTD1Rl8E2A6dkUJsOe5cMxjONaK6OIuMUEYdzpMVDQ0uB8NNIoJaSgXXfzYSl6KyDZHWCJKCK4GURCeit1PG7skWbhjYoit64ns6mcVJAt6tixyLHUiGD1YYuxQGd8NMEY0CwxjIPQNOggYO1Rm9GCpKTP2agGhr5u+J62fS4jIjn7iTLCT33s3/ORvYWxXS9Dmerjsj2DNFaflLa+55hquuWauf9TJ4rlNiT/D0CCTJjZsQFerBKOj6GqVxIYN9N9047xFxWx1jkwmowUomcTq6UFXqozd9tk5RcyzgaYaJzQEY2PRHaVtI5QCAb5tYQP5wjhjt32WxKaNOMuX07RJBHYtW8nQkh6ENs1ipAEBSKMJlIVrJyj3L0MmErSVpiLDMqkQyQT20qXI7LT7mKsNtpS0ey4pY7MyP8CK3AqWZZexLNWNIyRLR4dZe3APj6/ejJ9M0VYtYQc+Ka9Oe3ECK4jazM1ipGVkI4FOWzGuDXu7e8m5Nap2goNtnRxq62Ao187htg6qjsOu3qU8NjE159gZrXnwjn/Gq1XJdnZhOw65NXuQVoj20uhAUC0WcewOksmVCKEI9ARWKpL6BuUc7Y/nWVIqUXES8U21wGDQYThDenzd0q4ZsusRL6AaarZkU9y8cQWXtGX59N172FT7GZ8RH+HG2kf5o8qt3Fj735x7eBQTCKq1YcJgWgrseUdRKsuKtt/E5CQIjQjnuXgYg9ACIzX3TEw15ccqvmtXAmqh5lDdpxxEJIfZZNtnCkJK+tZtYNnGLQSeR6Zj7h2wEIJkNkfhyOF5ZcCVB4fxh8rNUQ1xl8H4mnDSRViSYLRGels3IhGZkhk/xGgT/bsegiVnWL43YIxBVwOsntSChmP20mxkVV9wCadi4myjIJkHoYbANwjAkmAT1TF+YPDrQcQtEdGDRuvpjkhsriZsOdMltRXx7+razG5O61jpeDk4Txe1kodbDdAalIq7HSLqdkgl0BrqlYChPUWWLMvS0ZfGrQWRc2vLrkV8oqh74iTVc99Ofu/d8M0b4Ojj4GQg2xv9++jj0eN7736293BReKFDcopxImRSOHmr92cDDTXO45MlOl2vWYhAtP5NJdOsGz/KpkoJb3QY98mddN/whxx8z3sgDDBaU8zkIv4G0ZhGtHRPMCC0IbQEAk2HCbEHBth45AgD5SL7BtaSSydnukvGF+LNbVm2Jm38A0WsRIJUzMHIYMgajylCCktXMprrION7SMeJZKtSUU1nMY3bqIZaIg68MNH4mTE/xCDQlk0xkaKSjOzlldEIozFC4CkLL2Vxf8Ji9axjN7J/L4Ujh0nmchFBNDeJSlfQvh236xWB5+F7LnYii5QDePVxRp/sJCh3Q30JIPglsZ3/f/PFFJNp0m4dicATkvFZ0uPW8du46yNGhxmoT5KZMDxWCmgfvo8/MbeRCWtMiRy+sLHxWT8xTPuuBD9duZRsshyFIAqbbGYTAwPvpKP9Ioodd0AwjlEGMSsyxIRhRI60Unx+NNOUH5djnoQSAoXBN4YRLyATpx3PR7ZdCK0utrbd8bRN22pTRcIwIGXNbxdu2TZupTxHBmy0ofLgUPTlVy3jMRGTPENDWPWRjsLqTC4YOJdY30HlgaEmOZZYTqyrASKhyF2xYsHOgbu32MzNWbCDIQE9bYtixypgA1SVZFJCn6cREy6qPYFsc9AlH1qvv5bEaouypoJCfYa/ShMCMGaONX3rWGleHGcsdSKol6PsntndDqOjHJxoMmd46Fv72P+LUTr7s4weLMc2RLoZ1KdDmtbyDVLsc9ZOXuuoM+KWIdc/bexop8BKQmkoen7V5ad1fHMq8EJBchpwImTS55o651hoqHH+eKLIWC5P3nNxwohDMZVMk/ZdrnvkPpRjExR9wokJspdfRvd73kPlO9+FICBfnCDpuXiWhW/ZsRHZdEViRFQELB0fY8PIMEFxErutjT9Yt4L/pRyGvfnHEH8w0EtPPDLzRkfZs34TxVwbbaUia/bv4rHONJNt7QRCktZRR6EmLYrZfGSBHwRIrdENk7SYZCiIc3i0xkiFFoLJdAYJ2GEwHadhDMqEhMriLpXgjbO6P7MvetLxEFJHBQnT3Q4TG7NJ6SAti2RiBUM7XbKd0TqzvjDM65+4jx+uOoujqRwkUyhlsWUeYqgUgo7BXeyKOStPhgFKWdDezav8h0hna4yJruYC5pFgHIfu4jirtoe4r/sIW5aKORf9Za+/gbEd78Bb4iIrMr7gGUwYgBSYdoejiYvY79m021HBYQlBVIZG+2VhcLWhpg1pJRbtdDvbxVYIm0x6DQMD72z6o5woUvk2lLIIAh/bmRvwGPg+Us2VAftHyoRT3gxn3wYERCTPQIOjkGkLZ3lu3sA5gOr/Ze+94yS9yjvf7znnDRU7d0/Oo9EEBRDSII0EEtgimWRsYAHbCIuwrMz92Ny1fW3vYsTamHRtvKwXTBIGg22EwYDXFsG2JAsFkFAYTVSYmZ7unukcKr7hnHP/OFXVeYKQ0OA7z0ejkaqr3tRVdX7v8/yCEqT3D2NKMRIQ6tTpuDA7CsFYKPrYStoiqM47IuMeiBpciv6MRyoFiRAoY1kTa9fYsaCnotkXKzHb9TF2aZn0vJMWiJwbU80dwTTHSos8W5p1mrHU2VSm4BykrbWN+wuBNbaVazN7rDB4eIqBQ1Moz52T0WCbViu+Itce4IeKynRMz5r8uWsnf/JhN6bJdi5+LwrhHh97zD3vLFPBf9p1HpA8y7WcOsdai63XMTXXwpbtT2+k9FNV9FzTWeSD7T4ff+Ik/b0rKGUUnjFsHR9upQKnMzNgDOnEBCZNyV6xm6KUqHqd7ePjrB8b4dDaDaTWknoKZZx82AhJqhRBkvD2730LqpWWd8qW3ZcjH9rH/65FHNEe0563OB33yis58r7/wSeOnuRYvkAiFb7RbKiUeEM0yaqBIyidEgO+MVTa2kF5eLQ60u5aW4ORCisch6SpDEKnoLw5BNLZm1JjwSgHlIajhGP1mJVzrtvCRc/EAdZIhDRYoxokROG6Tsxmyey8+hcYf+w2yhPjZApFPN9n44ljvOmxRxlbuYELX/t6tl+waUnp7LG9D3LbJ/+cpFYjLBTIFzrQOqVy8hj9sU/X6l46i4ukHczYIpvsECUt6e5+waL3QOGqPWwyv8Xjo39Gmk+wUYq1GpH3sB0BfraTTO8vkQzOyo+zUhJKQd0YZEOFZbFoaxeRbZerpoutTit4fscpTdvOpvo2bqZr9RpG+4/idc0PW7PWUi+X6F2/kb6Nm+c1IUzTUdQTkBpsM3V2bhlQbUELeCwMnBs4ONHy0DDa0C4FnV0hF+xZzco9q0/JqUiGykRDFapRSpJYlLHkZBNLuw6BgFbukW/BCEilYMpTtKWaLfUUZS2pgLqBYkYh6s7UTRY9VLtEaoWdTtAT9VkFztySOOBiLLacINv8ecogf/XSni3N62uq6U+cg9OsbDEgyCiimsakFiFdt2NeCYiract6Xie2ZaxrreOM5NpCjLZUpuNTGqydE1Udd5wRbzGYBtzj9Sn3vHO8zgOSZ7mWUufochk9NoaJItAa4fuMfvzjT5vipnLvvYz+5aeJH3vMAaEgILjgAnrf9c4z2v6Ln7OLzf/r4zxarlFatYb2mSkuGBpAxBH1qSmIIlCK4Q99iOEPfhA8j/LWLRRKJcI1a/jPOcH/CAMmrSA2hkTIRmdEEhjN/xVN8Zp3v6MFlKo//CH9b38H648c4Y/TlMfXbaSyaQsbfuFl7L50Z2shvmuyxPtUgfKGTXQYja81UZLwRBDy8WqO33r839m05gRHV64hXwgwXojXsJK3OFdWaRv0+mbZ2b+slPg6JfHcmEW3tJoCo1xYYL5WIhZFSsn8b8GFi15aakdX83iFErousUbjBSF+ELYIpIX8di54zmvJvGNLS5kTVcpI5dG3fiOvXEaOCnDskQf5xz//CFGljJCSJIqoBzPkOzppa8tRHpniwGgHVxUmF91U1axHhzT05aIlt22toXDxbtaN38Rw/7cpRznw88ggJJ/bwoYN7+K4fwn+0JFZ+bGAvsBnoB6TWNuiIaTWLnK6XW6fS7vYLjZtO9vxjZCS3a99Pd/7zF97RgQXAAAgAElEQVTMA35pklAvlwiyOXa/9vWLCOky5yE9hfWlG3EY67oizdLOTS+/e+WSi9nAwQlu//KhhimXj/J86qnhyFjE4Hf6ua4nu0hqOtfHY2zfGFElIWl0L1xjb87807r3tEAgpHXyehqTGGtZE2mUtcSiCWAsQtsWR8TWG2O2fIBRCjNZd+Zos297JzFuutE28nuw7oanOYJZyrPlbMZSZ1NRNXWUtQZosnM/hs3jBuwCSl6zq+K2kQAC5Ul61vwMOLbmuh2BNY3cmGZhpZH7ee7c91I5D0ie5VqozhG+7wijzS8+z0P19JyR4uZMuh6Ve+9l8Hd+1zmhNjNdhKD2ox8x+MQTrPnIh08LSoSU9L3zHVz4O7+LPvAoWIs2ZvaYpUR1drp9aI31fWQYovJ54mPH2Pr/foTfvOg5fPnal9Dfs4IozKB8n/Wh5Pd2bOHantlu0EIFkgoCdkxPoO84grz/bmqN6zE/sdhHiMARhcfG6DaGsfZO/vbFr+CGe+/gYz/3SsaFwCjfWb0jnHTVWgpJnVKQodm3NgKkdT+XxtA5M81YRxdGusdoPNM3mmJUhTQlNSXS0Rps3TjvmjUXvdLEOBNrNvH4+M+xMruXDcHjyMQj196GjidJ0xJK5diw/p0IIVl/0aWs23nxPO+Svo2bl+1o9T/6MN/51J9Tb4CR5q1yEsfMjI7S1tFGxjdUYsV4xaMrn7acxSerHsIICrk22nOLPXMWjkxQPmH2AtaufSHd3Ve3Rjsd1i5y/y14krWZgOEopmYcwVUbO7/LtUwt52ILzDNtK5X20da2WA1zulp/0aVc/46bFgG/3vUbl/UhmXfn3xFiy0lrQW4u1v7KHPndqxa9dqEpVyvUMlDkfUllOl4kNV3o45FUUzzrvsSTVjtk4Y6c14z0ZSsMz1pL3lhyxrgEbCEw2hL4YjYhmAa4SN3zpRSYUEFNI3IetpY2yKJi0f5ssngEM9ezZSGH5lRjqbOppv8IzCYDz/N3aUp554KR5mhWNEiwjevxvJdvYNWWjlMasp0ztfJSp6YZ3uc4I/PZuVCbhBW73POe5iqXyzz++OOt/z9y5AgPPfQQXV1drF+//qy3dx6QnAPVVOeM/uWnqT3wAKQpKIUMQxcql8+7u+Y5eThLAY3T+ZhYYxj+6MfQo6Oz3gRzSo+OMvzRj7Hp1q+e0fhm9n1vZ8EIOIfVmRmaZmgYg56ewaYppuoW7efue5jLy1Mc7upl0lg6jObad7+T4hwwcjb5QHsr9fmJxRbSsVEwBul5tEU1+rt6aMfwO//+HT55+TUcWrOBVAqkEATGkK+WyFoDWjOdK+BIrRIjLH4a0zs1SbZeZ6ZQpO4HFMpT+FKicIAEYDqTY8XkCNUnHsM+f/c8Etm6XReTe8tr+evhlCHVjkbhiZewRp7gdZlvc0n8gPMmqcOGkRpdRz4K16Sw+VqElKzYvHXe9V9osNa3cTMAP/yHW6mXy06GqvX8MYO0VMpV2v0QkSaA8wkZKQc8OVagEjvzukc8n64vfIPdr/Vai/FSIxOtE2q1MYZO3Ep7+yWt7sRy7r9KQE4p2n3B29b08MKu4hk5tS7nYjv7lnOmbUny1LlWZwv85t75O0mr31qQbWwQWUX7yzcvuaDNNeVaCmBlcvOlpgt9PLQRROWEnIAssx/nJhaa3VhjPU4NEkgF6EpKEKqmmMYBFgnZrA+VpMF4ta1z0eONzkiz6xBpJzVumqIt3F9s8NcWFo1gMls7CDa2MfLgCFNHZzCeoGtNAZsa4oHSkq6tZ1pzAV6xO9MKzUtj0+p8CAlhzqNeTlvHOvvhcGBECBqKm7MzZntWS0on7f3H33QE1mynG9OkkQMjYdH9/BkgtN5///286EUvav3/e9/7XgDe+ta38oUvfOGst3cekJwjlb/ySmQ+z/F3/xeE7yOzWWR2tv22UHGT2bmj1Q2JBwaYuOUWTMV1EfB9TLlM/dFHGfp/fo9VH/xjCnv2UHt0H9GhQ0uCEQCsJTp0iNqj+8hdsvxdZhMo2FTjrVqFHh52PgjNSlNs2vjQG+NUB3FMMjCAMAZ8H5umyDhm5/REC2xNfOYzFJ4/C7bORoE0sWrdPMt0W69joxgaSqBAa0pSMpXNcWX/k1z6xGO8+z/9OoPrNtKb8fGUZWYmIdWaMIqQYQ4EFEqTBNpQrNbwjXGCijTFkxKtfDJpjCcgkYpqEJJJE150ZC/luMrosSOs3HIB4Bbzbz7+T/x55YXUCnmKVPARWNXFiL2QL9Y7ed9wlRfE/RTTHCKNYboh2Xvlxxf5CCw0WFPKo2v1Gi54/h5Gjh0hTZK5F4tm0rE1hiSOibJtKDnBpmyJEkUODneQpJD1UjwpSAtd80zB1u26eNHIpJbWSbXGiDxpWlk0MjkT998zLd/vRAgfY2KUWuyE3OTc+P7yTshnUqcDfpliGzY7KzlffOfvugP+2sIp7/znmnItVcqTRNW0pRpZ6ONhaynGQl1ABhf0WDOz9iNztyrtLFDxBFwYSI4nGt3oDAS+IJv1UZ5wbvN2tqVg6ik2Ee4z2VzAU+tcYIVw8uDmzrSTPovs0iOYgYMT3P31J5gYKtMFbA0lJSWoKUGQ8wlXP/VuyUKAF2Q8goxHGmtK43XS1LjvkKUIyGJ2SrucUOmcr83Xuu+Jpg9JfcqNaVbsekZ9SK677rpFqfI/SZ0HJOdQ6SknK1QdHUvnZzQUN5V77mbkT/+U+MgRTBxjSiWwFn/1amyaok+exMQxGIMplxn8rfey5s/+lOiJJ133pbXBBa09gDSl9vDDpwQkTaAgwhB98uQs+Ghub+EbtPl4c6zTGBU1FSXLyZvPRoHUtWHTvMRim6bOE6OpIGlYvBfHxzG1Gn4Y8o7vfpuP//pNTKeGfMNPKlGKepgjV3eJxtrPgK5ihSDyA2byBYrVClf++A6OrruA8d6V1DwPZQyrSpO8+Ohets6MkQZhSyY6MXE3+w/+d/4mupEaWbrFjJM9o5FmhN4YRinwxa438vLBv0QIe0rJ3kKDtaznt1xFR4/3E1XK0EiznXXsbPzLWqzR1KOUVeu30Lcx4K4flElTSzHQCD+Ewgr8sIiXty1TsPZ1ojUyqaZVxmpjznzOSDzbRujX0KUDi0Ymp3P/PdMqFneRz22mXDmIlCtYSIxscm6KxadXGr8I+Hk+3dt2cPmLr2fDxc8BHChZSj1zqrv9pimXTg3eEqF2OjUtqelSPh6ywctJcWTUUDqwAQ6MpDh8EDT4IK2vEyUpBpIdOeWmtZWGZLiS4GxlrHtx0wjNyaLmSEkbYx1tneusdIReZ7oG/soc7S/fvAhUDByc4Ptf2E91OqZbCS7JKjwBsbXEiSUuJ3C8RPoUXVuXA3heoMh3hpTGaxhj5383Nf5TNj1grBvnSCVYsenpFRH8VGrzte574qfo1Pp013lAcg7VmShubBwz8ddfhjR1wCUMMdPTYC3J4GDzBa4z0BiXmFKJE7//B2Sf85zZnS0lD2t8WNOTJ095nE2gYKpVZ+PueS5A7EyrMZJqKkpgFlyk4+PUHt2HnpwknZg443ygRYnFnlPDNH0FZjIBmwaPs+nBHxEDwvO4NDPIjfTzzWAjT45XSLL5hrX8Ca558C5IEu66/DrGuvsYD7Nk45jNg/285vZ/IkknuebBf2fqij1Ugwz5OGJ1adyRBpMEkcmRbWtvkTEfT7sYEqtpo9pIpBeAhzUJidB06CqPByvYG67h0mhg9neyQLK30GCtuUA1XUWnTg5htEZ6bvHSSTrPX6VZyg/Y/aZ3MprJMnHPzWQ6FSLMgJ9r9eDnmoKNDuzH2oSaTjhRGcZYjZIKIT2kFlTTGEWNvcP3cPUCDsep3H/PtISQbNjwLg4e+m/E8TCeN6uySdMplCqwYcO7fiI/koW1NPBLmR4d4fuf+yTXv/2/tMZZC9Uzp6vedUU6V+YYG6yQ9xcrT+rVtCU1jR6fWuTj4QUK5UvS2BAL1wV5LDF4AjZ6LptHNToaLTdY4ZKGRaCcYiYxsy0BhXufzDNCA5qgqkF29dpDB6WnYzcGChQECtUWkN+9kvzuVYuAmDWWB247Rq2UYIFtGQdG6ha3E2FJjaWSGIoLJMNnWqcCeEHGI9ceUpuJ3WWYwyORDf8Ya0Abgw90rSrQt/4clfierqQ856W9p6rzgOQcqjNR3ABQreKvWYPMZNDlhruhUhC7Dxxzs3SUajDeq9QPHTqj4/D6+lqgYClybDMg0MZxa+FHiNZ4Zl61iLPM66AI358PuuLYjYL+4i9IR0cdwPE8bK2GaZzvqfKBxCLOQoAIA6JUM5PNk6vXecu//hNKKYxOMbUaSVLjgXs/TNjTxssObUJ0rKAnSenZ+yBKSqzWbPn6ZxlcsYZyvshlT/bz3McfQ1jLjzavptzdwdqZ8cWLSaVE34ZN9G7Y1CJjVtVz0EbhMzvaajBi0NKSEZpEKCbUAunjAsneQoO1uSWEwM/miGuN0YHyUL6HSdNFbdXnveI1rL/oUo4+9AAaSTbfseSdVNMUTNcUQnhM1UcxVuPLWZMogSCUHtpqvnXkX7lq69uRTyMwaFZX1x62X/hHLVJtmk7PM217qj4kS9WpgJ8qFpkaPdmyk38qAZhCCi576QZu//IhKtMxmZyH8iQ6NdSr6Typ6XI+Hvm2gNJEHbTDD+OxoYRgMtFsDyUdjS6KkiB8hSz6yNBzIF07Togs+tjINMi4YhaYSDHLG7GAEtiMhxbgBR50O8v3wjVryGzrPGVHaPR4ifGhCtZaunxJUbrjVaJpm+Jel6YW48tThgkuV6cDeDq1rNrawZWv3czgwUke+v5x59Da+JnrIgnCvMdVr95y7hNZ/4PWeUByDtVpFTfNXBhrSU+cgFWrGm6pYh6pVMy9I7YWpEQWi260o5QDNgvvmpsLllJM3XorY3/5l2AMIpMh3Lx5Hjk2s3MHXl8fenwcqxw5rtUlWW6euMAQSc5ZUK21DoTEMcng4Lw8n7RaxVSrJIODeD09y+YDwWLOQrW7F1sqs2p0mBv/+es897EDGKPROsUqSD3JK+9O+PuXBfSM9BOXjtNdWIUXBph6HeH5KGDt8CCxr1h/csTJgpXisuuu54eDTy4tE83l2XblNU5u2yBjtqsYD02CImTu2MwdeyQkvtV06QX22Qske6dzFQ3CDJXGfxujkUK6O2trnGRVCDL5AhsvcXdRZ2oK1t55KSPjK1C1EZRc/LURipQxm+HHM2McmDjAru5nxlW4q2sPnZ1XPq1OrUvVqYAfCDL5WTv5hZyTM62127u47i0XtnxIomqKVGKR1HQ5Hw8/41HsDEmmIqY1lHAmYOMInhSSSyX4eR8v68HcRXpOwq/0FRQCSIwjc8qGQV9NY7SB0FATkCbG3fCUQPmSfM5DSoHMnH4JqZcTTGrokYKdoXRjpEZp4Qzb0oYJiGW+ZPhMay7AK09F+IFqNX2TWBNmPZ73sg2s2NjOio3t9G1s44HbjjE+VMGkBulJulfn2HJNkTUX/mQ8pPP11Os8IDnH6lSKG1kokI6Pu65HmqLHxvDWr0cGQctAbWFZrZ3ktq2NZGQEf+0akv7js52LhWUM8RNPOPAjBCKKqD/66DzJsZCSjte/nuE/+iNHYG2CIqXmc1TAbUcpwAEjtHbbbVi32zgmnZpq+aE01TS2cXyqo8MpRax1I6LpaYTvtwzTFkqUr+ksYqzlQ0+e5GicoKVgrKOLv3nxK7DGkK+WGW8r4FNnw3A/PaMxvVXrgJ1OGauPs7anBzM0RKpTrKcwnkIYQ+B76IvbaH/PDbQ/5xrajqX86Jt/v0gmesVrfpmw19miNcmYGznGGjnGUb2CgJk5WFBgEcyIPFurwxSHTjLsS/qKxvmaLpDsnQ5AIATK95GN9n4aR4tzkBpmX3DmpmArNm3lsH4Z0dSjFKQmss6HRWEIRUqC4qjuYr0qMzH1ILZrx9MOEmZPUT4lae/Z1JnZyZcW2cmfba3d3sWabZ2MHi9RLydkCv4iqempfDxkbMh0ZsjuWc0r2sPWNsJ6iv1ePyKUCH/+zYDz6LCzPiJCQKBm1TLG8ZtsVpFEGhKJkgIl3AxIxAaTxCAF0/9yDOkpvL7ssoTUTMGnxxNsVwq/SSfD7V4BWQE1C7phmPdUXVvXbu9i1wtX88A/H6M8UW8ReYOsx64XrJ7nJbLUde9ek2d0bPSs93u+nr46D0jOwVpOcWNqNZiYcGR3pRxxNYpQPT2YwcH50tsGaVRIidfbi41dfkvXDW9j/FOfJJ2YnCWZNlvOzc6J789uI4pa/JC5kuPON76Bqa99jejw4dn9CoHI57FxDEmCyGTwN21yycVd3fjr1qHHxrBScrB3JdNhho44Ykc+jx4YcByauWOqOJ4FTVLS9sY3kt+9+5TOsndNlvjdwwOUU0OX1YjpKZIw5PDGLfy3d/3fhHENYS2e0aweO8Ebvv9tfFGi3u6RmVTUVUQ1SElyGdI4bo06OtZWqb82JVnrMSn/CrH3K+Rzm3nRu99JOr1inkzUAiMjI8AcMmb5IL8ov8+nzC8xbosUqeGhia2gInrxaxHb776T7wwFKCnoyibs7hthfe98yd5yAMJaSxJFVKcmaetdgdEptVIJJ2eUztLdWKSUWGsdB+IdN7H+okvP2BSsu3sPX9zfy57cDF0yIYNB41G3HsZKnuuf5Hm+IR36BPdPfIPe3uvp6rr6J+pgPN25NWdaT9VO/qmUkKeXmJ6tj4c1lrGHR5d0R22pZTyJWIJQizYIJTmWGjIS2hscFdkgnDRwCbG15NpC0IbkRIXJZQipPWsKjjdST6kZlwujmM0AlDhSbuwJZGLwnqJr68DBCfbdOYRUgmJXppXhkySafXcO0buuOA+ULLzu5hwIMP3/e50HJOdoLaW4kdms64Y0nFAxBpumCM9DdnZiRh26t1q7MU3Dx0TkcqQjI4TbttH5xjcQbtrI2Kc/Q3T4cKszYet1TKUyO9KZ++E0BlOvEz35ZEsFI6RkxW//V4be9z7MTAmZzSLCEKREj49jKhWnjolj97hSmFKJh59zOV99869zRCgSY/ClZJNJ+eXPf5LnlyfR5TLpiRPuHJSaHVMlCTPf/CaFq/csmxM03xzNA6uJgVQI6n5AKiXWBqycGEF7Hv19a/nfv/Q2ttf+iXz7EBvvi8hWBNXSBMK6MRTGUFhdZtULRogCQ1auIAzaWpblhw7/d7Zf+Ees2DzLX5jbkRBC0tV1DVPT97PV/As3MMxXeRMjrMAiCUnomxrlyvvv5cLxfjw/JTUwWlZ8L17Hz7/g9YR2FdP334rKanrX7uSK1/wS3//sJ1sAwqQp5akJdOxyVWTZo9jdQ3V6Gmud3FEg8DMB+Y5O/Ey2pZ5Zt/PiMzYF29G1A5nbyRcnD7GzUCArNEViLpEGTyRUtCXj+aArzJQeYab0CP3HP0+xsOMpcTyeidyaM61TdY7A8YR6121oeb/8NOps1DyndEetpQ6MeGJRPk3Tyt12hDwxUGZNt6CHWRlx85lWgLKQVhP8QoBsc5ySuYRUa6zrQBybIS+h1kAykbFkpWjihQZFRZD35FN2bV3OaA4gsN6SRnPn69wr9f73v//9z/ZBnEsVRREf+tCH+L3f+z3CcJlsgJ+wrLVUKhXy+fwS82lXulSi9J3vIKR0C2OjRMNjpNnNMPW6U71UKq3xiAhDvJ4evL4+sBY9MYHM5+l7729hZkqYSpXCddfR/spfoHDttWQvu4zKPfdgo2hWlrvogNz+itddR7DBOfAFa9cSbtlCdOCgO4bG2KgJfEw9Ih0dRZfLxO3tHN51KR977Zs46YW0hT7tYYBUioHU8qP1m9k4coIVjx9uEVqFlI3FtFFSEh8/TvurXrXkdXukXOOWwTGKnsJvXDddLjGcL5IqD2UNRkpycY0wicnXakwVi4x0rqAju5+ZQkLPcYvSAtlwOPVDn/XXDuMX6phYoRNNJteOVD5K5UnTSWrVY6xc+Zp53Yrm73dy8h6OHP2fWJPwKLv4tng1o/SR4iGFpbNe4aof3UdXPs/Iii3UCz20C0lY6KAcWQbHHmQq+Stm4u8yOX07gwP/QGweZdsVL6MykjI9MkxlagKjNV4Q0NbTQ5DNUZ4YI6nXybV3kG/vJNvWRr69E+U7nwapFJXJCXq2ZNDyBPmuHJe++PWs23UJGy95Lhe96HqueNXr6FixqtGleJRK5TDr8t3cO3qAoXqVqshxVTBCjiIzdpxAQYcygEGIxpgOQ5JOMzF5F/n8BWTCNYwceYKxY0eIqlXy7Ys9ZmDWhC2qn8DzinheG0JI6tEAExNuW9nsujP8xJ19CSEodHVz7JGHqJVmkEohpSSNExJrUdbwwjffQMeKxS6sz2QJIVBtIV53FtU2f+G1xpIMlklOVjG1lGB9G/7KPOl4DTPjMocw4K/Mk79iJelIFVtNEapBSk8NppwgQkV6cS9PPj7FmqwmrEkiM2vi6nioAmEBbZF5p+gSSmBmEsLN7ZwYqnDHVw6x9/ZBpg9N0qMtRoJQAm3czYNENBTF7m+/L0fHq7c+NR+S/hJ7bx8kzHqLpL9CCKQUVKZjVm/rIN+x9Pf6mXwvn69nts53SM7RWkpxA7jOR0cHenzcgYd63S3e2SyqowNTqWCjyEmEo6jFtyhcczXjn/3ckk6uXlfX7PimWUsQXm0UzQv5q9x7L+Of/RzJyIjrCkiJ39tL99tvpLBnD1033EB9/wGSiQkmgoAPh11UKxErw1k/hawSZHIZhnI5vvTcq7joB3cglZr/RdvgwcieXvbWEw48tI9VF2xZ5GcxEafzzNEQkHb3EqcGabS7I5MSi0Rpi5ECoSKqspuSWEHEowivQFtHL1JKpFK0bTpB2D2NEBbpaayNqVaPEGb68LzCKS3L5+avHA5eyOejV1O1PkVRpkidBMmw38HfvfB1hDpFYFHG0FuZ5oWH7meD+Hf6rhjAC8EmIToRIFJm7AES/Ule9Mtv57bPnMQkEbmOboJMtnULG+aL1CtlVG6c4uoOTBKQlgKaT8itmCa79iDHhg8gx8W87sPcbs9SXYrfXt3N90s5jpZHaBNVIiPI+Fm6vBhhE4Tw5lyDFM9rR+sZDu77KEdu28T0yDDWGPwwQ9fqNYus2Z/J3JqzqSU7R55P94ZNXP7GtyybI/Rs1EJbeaGk43W8cC3m59aT9JcIBHRubCdY47oqwerCsiOgGV9SuA18Y4m1S+EWTrTjlMHWYhF4xjqSbKBASaxJGTk0ye23D7YyeqRQ2FriknQFFDobgMBalJKOKK4tHb+4lXDdU3NHPRujufN17tZ5QHIO1cIsmu6338jJm292ipsgQDfIny2uh5Sonh5UodBydbUdHaTDw/hr1tBz00143d3omWlO3nxzKw+mqVRp5uN03fA2hO/PepEs51HS+FKCxRkzorPTqWSGhjh5882suvlmcrt3tzbRr+GJajRr7T5381LQmc3S37eSx1at48KTDR+OOTyYh5/3fL6058Uca+/ETicEe4+wNZeZ5/jZFXjzzNEATDYDtQiZGHcK1uKnGmFdTo2yKQbJaByzQ2fJqSyZXB4hJUHnGMUtjzUSeUXD0MFibES9PkQmsxqlcstalpdK+6lUn0R6ndxav5qK8egw47OGlyIklgEpCiz0VCYxUnGi0MHXL7qGX4v2s97vR9ezCKmcIMcGpJWYiFEe2/cnVEY2klfgV2t4nXlk3sPEAblChZ7L+wnbY6QvwCp0NU/5iHOObdu+F+ElSLmKICgsmZq7XLquTU/wikIetebnKI18C2t7yWdq1OvHGp2R1m8Wt3xp0pqkXDvA9HSJejkHCNIk5uSTtZYbbHOBf6Zza86mFtrJN51aV6xcefoXP401N1Rv4ahmoa28UB5oQ3S8xPQX9rFfw3jD8KtzZa6l4DnVCOj+wyOkSdoyWZPWuvGKEK33b9P/1RoXloh2LrUHHhyZNzqpWktNSfLaULMQ1VI6+pwvjbUWMxPjr8oTrHnq3h9najQX5n1Gjs0sSyA+X89unQck50gtl0XT+cY3Mv2P/4fo4MEWCBFh6ICJEJipKVRu1nRKCIHq6CAdHcXr7iazcwf9b3/HKfNgSt/7Hqq313VdYFlJsMzl0FPTZ5QxM/zRj7XcV02aMvjC64iuegnFQGH8AOF5zoeksZtMIceU1sx0dMBQf0uiKsOQh5/3fD7y8tdR9QLaqhXyShIryf5yjd8+dJyPXriOazqLi83RhFMGuGVRYJQgTFJCLFoJlLZkS5aaStic7+aGK17GE/u+2SAyBhQ2PQayaR7VcpcCFNZq4niUIFi5rGV5mjrJ7+PRCgZ0F3lbaqXcGmuZlh0YJMqkGCnR1hLEVdriGtOFNr6f/wV2TT+KN5e8azXCGpKapJYxeN0puWxCcdcgqj11fhUChEoxWpBUFDYNkD54hRLtOx7GpB5CxZAWCTNtzqtiQfeho2P3absUfuURQi+H1gJrNbR0Da2DBQRpnFKZnMHLWfycJZl2XhgmTTGNyIG5nh4/jdyas6m5dvLGmBZh+ems0wGOJbsf164j3Ny+yFYeIIktpbomsLBRCWp5H60tY4MVbv/yIa57y4Ws3d61pKHb3Y+P8bGvPsqrjAMhPjQd4+ePbZpOOo2k3Cb3ZGigMj+jRwgGQ8XmmiEDxLEhiVxEwenSfls8lNMAiFP5kCRRSq2UkGsLuOcbjzM9UsNouwig/UcoYw0HJg4wVZ+iI9PheF/PYBfxT/7kT/j617/OwYMHyWaz7Nmzhw9/+MNceOGFT2l75wHJOVCLug1zOhj1xx5zZNMmSBCitVjjeVitSUdHCfKz+RpzLdXPNA+m/VWvZPzw4Vk58FweiRBOAROGqM7O025T+D7RwYPIQgGvpwcZhhSiCBXVqM7UyWjTAFYBXk8vspAnMpYwl6Nv/TrksbtAZSIAACAASURBVCeQ7e1Iz4Nslr+++sVUvYCeqQlkEKCyGbJCkJGCk1HKJ46NsKejsHSgG6CShEg5e/fuWgWlFEoptDVUc0V2jo7z5Te9H08qJr97P6P9R8luUKhcBROHLrpdaqwVjXm0dKaWJiZJxmkrXrSkZbnndSKEx1jNkPoeBbS7u7SWRPgkwkeinRoaoGAQVQuJIBdXOBGsol9uZIs44TZoAeNGO0YLrITC6gpt26aRvsFEAhOB16YRyrj5vFTOTyL1sDpEZap4YY20mqHY1TUPP8ztPgwPf/u0XYp6NEwYrKRUruD7jVTh5l2ztVirUSpDdbIEjS6Tid3YyHEOJEan6DSZ5+nx08qtOVfqVIADWLL70VS1FF+wZpGtPEBlJnYO7xLy1lIAKqdIEm6WMZZP3vEEpq6ZspKqhTYpqBv3261bS064QEosWInzLZmJHfdkezemvzJvdBLXU/pnYmaMZasvKChBPF6H0+TXDBycaHm0nA5ACCl47ks28K9fPEBpvE6Q9RASqtOx81DBdWamR2vk2gNybQE6NfMA2uptP3ni8LNZ9524j8/t/RxHZo6QmhRPemxq28SNF9/I81c9/xnZ5x133MFNN93EFVdcQZqm/MEf/AEveclL2L9/P/k5a9KZ1s+Oyf1/0FrYbZCZjNPhZzLIfB4zNgbVquOJBEHDL0O3/oiG/HeuD8lcS/UzyoNJErLPu5xw+3anbJnzR2SzeOvWgZQEmzaR2bnjlNtsOqhijAMVmQy2VmNF/xHWDp9gJud8QpASW49IhobQpQpTiWZrLsPVv/RaVEc7tloFITiQb+NooYPizBRojU1i4mPHMOUKQgg6fMXj1Tp7y+78m+ZoOwtZqtowUo/IRnUCnZJNE5TRGAR15TFe6CCfJvzqv95GevAwQkp2v/b1BNksxh9AKGf0puu+w4PSIpWcc64pUobLWpYXizvxxCoKjOGRkuI1VA0WIxXO49RiG6MgJTUqnyB9g0o1Go+qN0f+aI0zOEMglEUBbRvLCM+gqwqrFUIahDBY7Rb9IG/ww9CZTWmNSSVCWXIdnQRzwhubJWWAtQn1+tBpuxSQ0tv780iZQaczCOFhTIq1BmtTN77RedI4wctooqmQ+vj8fQop0UlKEtVbnh5NqXSaTi1ymG3m1uRzm5/23Jpno5rjluREBRFKZDFAhJLkRIWJrx9m+p+PzHY/fIWQwrmutgXYSFP54UnXZZrzvkxjjU4MUoqW34ffTLwV85OEF9a+oRmeGCkT5HyshGPaEEOj4wgxUG0YmLlOnIDY4q/KO8nvBR2t0Qk4MFKeqJPGhgkDP4wMP6pqHkks90eGaM/qZcHI7V8+xNhAGT9U5NoC/FC1AMTAwYlFz3/wu8dIE0MSaUoTdWZG66SJwfMlypMN/0hLbSYmibXLuWkPiCPNj79zrOHP8rNZ9524jw/c8wEOTx4m5+XoyfaQ83IcnjzMB+75APeduO8Z2e9tt93GDTfcwK5du7j00ku55ZZb6O/v54EHHnhK2zsPSJ7lWq7bYK1Fj40tzedoqm7StBHiOhtU1wQETfAwNx9nqWqCF6+7mxW//V/xV61C5vN4fX3469a5wL5qFZnPUbz+eio/uHtexsyi7dXr7nGlXIcDSEdHEdrw5n/7DrmozlhbB3XPw3o+dak4WatR8CTv2dBH8SpnDBdu24aenGS8UiVVCt8YB4CU1wIyplwhFII4SRj88cPUHt2HNYZrOov8zaWb+fzFm/gwNT7ypU/xkW//LTtGhqgFIeP5ArUgZOv4ML/zb//EZY853g64jsPOXx6n95KTSC9F5avIIMamoVuEhcGYBGsNUgRs2njTshJUISRt/itZFx9nNUNUZN71DyQo4UYcFoEWEt8mBCZ245NcivEVymjavSmwTbt52/jH4mcMWSPJFGNMJDFWzE6WRPM9JJA+tHXl6Ohqo72rg3xbL0JIlL/0l2+z+5DJrG51KbSukaZltK4tel5n5x7WrvkVCoXtKJVz52RTBB5pNaA6VcLLxuhYMvxg1yKAIZpmW1K2PD2auTVK5YnjYbSuY61B6zpxPPyM5NY8G7UoxXch4KhpkuHKou4HNJQjOQ89E7uf6VlCutHufSLEbEZeMuf1ypMYbZckeE5UYxJtqeUkFV9Q0nBfqpm0Fk8IstJJyCeM5XhbQPebdtD9qzvoedtFZLZ2tEYn9aqzZa/OxBgDSgkQFmMsFSWpd4RMxIYff7d/ERBYKOH1AnddlgMQc8FLtuDTsSLr9oe7BmHOa3jwCDxPYgxUZ5zHkU4MyhOMDVaWBGg/C2Ws4XN7P0clqdCX6yPjZZBCkvEy9OX6qCQVPrf3cxhrTr+xn7Cmp91NRVfXUxuBnR/ZPMu1XLfB1uvOGEzKRVJcIQTW9yFJ3J+Gq6qp1xdZqi+r1mEWvLTyYKRk1QdubnFZTLnswMqKFQCMf/rTp8+YSVPXuZlj5maSBKEkz338IO+99a/4yotfwcDqtZSzHp7WbB4a4DdXtrXIqfkrryR7+eUce/Nb6IxTfCDNZvF0M1XYw6Yp6fBJ6n6IlAL9lc8yMHqypRzKX3kllxZzbOtuY2D0JLIyw+VD/RzuXclUNkdHrcq20ZNQr2Ma3aQWiZMK+fY11GoDCBtDYIAIi3RSx8ZYIl+4gDVr3nTK329399U88I/f4KWXfo+/bn8z06qTgijh2QRFSixCFCmdesoZTwkLniUqZFhn+tmonkRkBSbONjpLFi9jCBH0lbMc7yxT8KFqG6GrRjSmew3psk2xM0P4jax57fukvkTr2pIeFM3U3BUrXsXxgS9QLh9qPA9AIGWI7/dgTLmRrruTen2MzZs/S6VygImJHzDY/w+UZ46BiJCBpDaRYeTBbspDeSBpSI8dmDDGYK2lvW/lPE+Pn2ZuzbNVS6X4NksIgQgktp7OkkYXVqMrotoC9EzcMkBrJgFbY/GAipJU5oxm5iYJL6yuXICvBLGxHOlR9CQpk7HlX6WmQ0IG4bJfCgEvfd0FZJcYnTQt3EsTddJY03ReNg1r+lx7gJRyXqdmrkHZ6PESkyer83koc67L3Nf1rivy4+8cI6olZPI+Rlt0Yl2+qCecELGSNjqc0MysSWPD5LAbBTWBzR1fOcSul3bR19d35r/Ec6AOTBzgyMwR2sP2Ja9Xe9jOkZkjz2ikA7jvj/e+971cc801XHTRRU9pG+cBybNcyyb8zs2baahc5i4gQin3HCEQUrbAQ7htG8Xrr8cmKbVH95HZuWNePo5qb182D8YagywU6XrrW9FTU6jODtKhIcY+/3lspXpmGTMzM07909Ex/zwaX6mXHd7Pcw7v5+jzdjPT0Ul7pcLmA3tZe+EH512X6OAh0tFRduTybJge5/HuFYSVGRrroltc63VmMnm2TIywI6kjcrmWcqhpcz8XkHlhyPbR2SRjay1pA5CFOy7k4CM3otMKmDZKo5MYK/FyblQDIITG4uOUI4YoGmFy8t5TLo59GzeT9S+icNsRXrf9dv5t4yWMtveRWo+QGIskIEGiMQpSEVCmSM7WeV38D0hhQYHwI5TnVELFOlxY6cCzkoGOCsq3dHqGJEkxKiD1shhbB5M2jls6SabVpMTkq5Kk6C+TmptnQ+HnmNr/KaLqYIOs6oi8AFrX0LqfMOid16Vo2rkXC7u4/6+PM1PKUOjJYuKQkcfKDBS7qa7Nkq1XWTF2As/3nY+O1ni+zzVv/JVFzrs/rdyaZ6tMNV2U4ju3hN84z8TAUtYZDb5JfvcqSv8+0DJAU57E8wQqsWgJg6FqdVoXJgkvrF2r29jSV+DAiRKZtoB+IclNC/IxVFKYtoY0r/jVt+5clgi6dnsX1755G3f+7WGiSooVDtB6viLXHhA08m+Wk+KejYR39HiJ0eNl0tgwU6s37tsstpFDKKV0HCpEi3NtcSBEJ24EK5zHJKWJOntvH6Q938W6Hd1L7vtcrKn6FKlJCdTS49VABczEM0zVp57R4/iN3/gNHnnkEe66666nvI3zgORZruU6GEI1pGvGOKfThitrKzem4Rmienroffd/xl+zlmRwgOnvfLfVyZjrNbLq5tnOx1J5MEupfPyNGzEzM9hKdZGaxl+7lmTAyXPnZczs2IGZmSEdHnYAqnm8NACV1niZDDumJxAzk5h6HeN5rQThZjU7R17g86sP3MOHX/RyRvNttNWrBFoTSclMexf5NObXHrwPJSU0VD7J8DAjf/pn9PzGTXhd3fPk08sBsnLlgPPaMBnK46MuLVd6LakvNPGhQalMo0tQOaUfhjWG0f6jrL/oUiaGBug7OMivPfkQ8UsFM7qdXFqmKnJ8L/cLDAVrSEUBj5T1HOOX02/xXP0I1g+p+ln8sIeV3TfQKyPavv9xRDSBzXaQjxXlMEFGFt9T0L4SJQX16jGscCIhaQVaWFIPlFGsHtWksWR03UqieGS2+yD72NBfo/OeD/HQ5giykMEnCRQGN2JqnmcQ9NLZeeUiDz0XSjeEn11FPBHyWNdK/uXlOxnJtaGlQmpN19QoVz58FxsGn8Tzfa5+w6+w4ZKlI9N/Grk1z1Ytl+LbKgFIgUkMYhlHVX9VnvzulXg92XmeIrnQY0InPKmhakBpQzYx2HpKGCgue8n6JdUqUgrefe0Wfv8bezk5E7GiR7BvnSJTtcTVFJmR/PYbd7H+guVb8o7P0U9USx3PBAcism0+fqhIYo3VzY4Jizo1ZyrhzRR8Bg5MEFWSVudDyAbVCjAapOfGV9ITGO2I3qYZLNgcI2mL5ysKnSFJUuXH3z3G2gu7fmbkwB2ZDjzpEeuYjLeYBB7rGE96dGSeOdLue97zHr71rW9x5513snbt2qe8nfOA5FmuhQm/rQUTWsCjOTJp5bs0TMxkscjqP/kghT17nEnZLbcs6zWy6uabWf/Zz1Dff4B0Yhw9OYXq6EAWipTvvpsT738/ZnoGmcshCwWQkujAAUypNA+MtI5bCFRPD3p6mraXvxx/9Woyl1xC9qJdTjX0+39AMjCAbGsDT2G1ccF7zbybeh0ymXkjo7k1t3N0+eBRfvff/pkvPe8qjnX2UBISFUdsHjrOWx/5IZf1P4luEHyt1thq1QUC/s7vIrLZlny6fNcPlgVk4+N3Ym1CbTp1nSLlIZRGSIs1bhIvhEVHIYXujQgp0Npf1g9j9NgR7vrs/2JiaNClCxuXtlsvt7Fm4iCbup7E1D0yFq5IHuSJrk2UaKMoZ9hsj1KI3SIlCivJeD5aV+lbfxGF4i72J4rJh75IoT5Ax2RCpdcSZSR+2IcM8oh4GmVsw2dFEnsGYQVh6vxOjq6yWDEM1ZRMbp3LnKllKX7vzxBRhZnOIpVsiqctSid4aYoprsD6IUJ4WAtxMkGptI9CwbWAjbXsLVU5MD7N8bYuttqEx7pW8vc7rqLu+eSiGqJeI5GSsa6VfPeFr+GNj93P2156PRsuXhqM/Eev5VJ8wQEOW9P4K3OYul5s/75ALruUpwilmKPf7adwosIGa8kJ8DyBH0rCu4eo+2pJQumerT188Bcv5lN3PE5UnWakYvGkZMumIu++dgt7tvYse05NPkfTFC2JNGls0KmhNF5HKok1tqHCgiBUizokp5Lwzu3w9KwpcOffHHJ5OELMAgiJ0ydbMKlT52QLPtVSjElt8/4CcOBk7hgpCBVTS4yRzuXa0bWDTW2bODx5mFAtHstPR9Ns69zGjq4dp9jKUytrLe95z3v4xje+we23386mTZt+ou2dByTnQDUTfhd2MPx169ATE+ipKWcFv24dplzGzDjgsOqDf0xhz54z8gUZ+/RnWL97N6ZcYuILfzWvE6JnZhxAEMJJjIVABgEinwdj3P4XdjDKZdLRUWy9ztTXvobM5wk2bSLcupXq/fdjqlXHHymXnWLHmhYXRo+PoycmQAi8ri563vkOAGqP7muZwoXbL5zXObp88CiXDR7lcO9Kxq2gcORJto0MIaUkTpJZqXJTEi0EolhEBgHR4cMkgwOs/MM/RLW1t/YxN6DP9zuxGrSuI6Tv7uzE3Nt/x81II0uaxPhhuKwfxvF9j/DQd/4P5cFjZAoFsp5PmibUZmZQYZ7O9OfR+ruQi5EViVWCTeLJ1t1kJhHgZ6HQB2ERaQ1pOs3e4Xv4q3s/ganuZ/eKCXqUJhCKrArxlEciYkQ8itCatiqsn+7Ctx6JMtS8lGOdMxgJnpbIxGCyPvVogKETX6WtXyKiChRXkYQRVlgkjSgCnaCq09C1xbW8rUHrmdZ57y/X+PSJIzxWi4gSj+Sa19BbnaYWZKgrn2K17CTIvo8ymqBeIeruY//Pv451F215Zj5UPwN1qryZtJRgPYG8bAWdfTlKdw6cNlRvoafIWqDHk4x97TA20oishxcq0npMvX+K6Kslel6/ncwS3Y49W3vYvbGT+w8epe4X6c6H7FrdhjxF12CpPJl8e0h5ou54J4BeEGAX1zX//Km97H71Jp57/YbWeTR5KJXpmExjDKVTQ72aEmQUl710A2ODZSrTMZ7vfmaM0605Ho0DI40jwwskuWJAZTpqjW6MWThGcuBlOcLvuVpSSG68+EY+cM8HGKmO0B62E6iAWMdMR9Pk/Tw3XnzjM+JHctNNN/GVr3yFb37zmxSLRU6edCPx9vZ2skuo+E5X5wHJOVL5K68kt3s39f0HqNxzN6XvfZ9kZKQVbJccP+6IorkcmYsuat3Zw/JKHZjvNTL5d19l4gvzuyjJ6KjLwQGn3lGKZkYOUeR8Txqy4qYb7LwAPClRXV3YOKZ6331U7757dltBgGpvR9dqNFb4Fh+mWdZa6vv3L2kKV7jmapLBgXmdo23Hj5KOjWFKjhFvhUB4nrvpaaYDW+tUPr7vZNQNUDb+2c+x/rOfWTIluFjchSdWoYIDmNhvHFvzWroZuNUSq0VL0bSUH4Y1hh9982skcUShs7slkvKDEK+7h/LEOCMn8rzo1Z/iyMGPUyscx4gYbAUpfELVjpcr4MgrtPaTGMOX9v8dVld4ZXGaUBhqVlHVhopJ6JEeoQrwO68nrgf4D32JTgXSD7BYHlpdwkgIUolocJOUl0N6WeLaAMfCEp1Z9/7xtURY0eiw4MYJaR3SKvi5eef9g6kStwyOckBmaQs8Or2Q0bJlsNhNPQgplmewaYIGpA9CWYIwpJjN8EQ1Ym+5xqXFWWO/n4Uy1vJIqcpkaugKvEURBmdTC1N8dZwQRZqysRwxMP2PR533xkvW01cMThuqN7essZTuHEBqi+zKkNRrTI2MoJMEay2ZWp7Hv3AHbf9pE+svfs6i10sp2NiTp6+vp5HtdOpaiowaZDzynSGl8TrzRB6iMTKxkCaG+751hJ61hRZ3Y+32Lq57y4UtH5KomiKVoGdNvuVD0r9vnCTSrttiaJBTGwTsOb8Po2F6pIaQjvCrG90ThMXObZdAw+9ELkn4PZfr+auez/uuel/Lh2QmnsGTHts6tz2jPiSf/OQnAbjuuuvmPX7LLbdwww03nPX2zgOSc6gcObXE1Ne+Ns+S3UQRemICEfj0vOuddLzhDfMW1TPxGjFTU0zdeuu8Loq1Flsuzz7RGBfkJwRWCDdiAUhTTOpspJty5OaiLMMQrCUdHXXeKNAi2to4RqcJVrm7DxGG+H19bj9KQRiSDg4y+j8/gcznF42aksGBJUctmZ07qT3yiPMqaVreLxEK2CQJzwVlzbTiRddISFZ0v4XpyT9EhnVsGmCNxBqJUBprBGkUAtKNhuYoUub6YYwcfZKJE0PkVq+Fcsrc/rAQgkyhyMTQIGlpFc+75lZKpX3E8ThHjnyCen0AFfbO+zK11pIkUwzFliP1hBs664TCULE+UkNoFAmaURFTSGuc7L+VL0/34HWEbIoqvA1FNjRMBAlKO8kmJnUdGC/nyIYiSyWcppSXtMVQjHzysee4Kal0vBGjwaTzzjtf2MlfPHyEVFtWZD2n9gKKYYaoXHIdkkyOvC3jZ1OkMo33eYqJjhPJXibidNnPw7lYP5gq8Y0jJ7nT/n/svXmcXXV9///8fM5299knk5kkk4UQSIKAFUQBUSwgbogWLdp+22/F4lL70N9XrfXR2mpd22+t/dlCUSPa/qogKrhVFsUFRHbCkpCEJCSTTDKZ/e5n/Xx+f5x779yZuZPMhFC08n488khy7z2fe86555zP+/N+v5YJfMASgrWGybtSWc7ryC4qUZgb9XbL8D2HePRH+6gEmiBlYlgGVl286+u7Guqqi41mFk/gVimMx9goKSVCSkLtY/sO9225Aa4Sz9ibZyEwqjTitkt98hcSjJqiMNRu31Bx33f3zsJurDilk4GTOxZUai2MV/HdOCGRhkDVEg2tmXkWCMi0O4SBiqseUZ19E2NyokBTmnTJdCawHInvRbT3ZVsCfmHxyrHPRbx4+Ys5q++s/1al1rk0/mcazyckv0axUOvFSCaR/f2Eo6MUbr+D9je/edZ2CzF1GuP6sVZBODo6q4qiXTem8cJM5aJmkieEiAG0YQhSovJ5lGWhowjlefEmhhHjSMbHZ5KRphCmGY8f+SANdBjG5dRMLPaltUYHAdr3kcuXI+sJRFNVo3T3L1n5xevwduxstFq0Uhx45ztjd+I60LfFjaFdF1Gr6jSr1y4Ua099I4//5FZk18M47R7S0ugodq3VykBHGtO2kIZeUA+jWsgTRSGGYTL/jIBpWXjlEtVCfhZgU0qbHTv/qsF80TpCKY8oqqBlkp+V4KRkgnY5hh8YJKoaEcUsYRtJZERUkoouW3NKJs0hYbJNHeHPKbHZVrxBaIpoHBTdUpLO9DYmBGkkCCUEeMTETsHgVJYdvVP4psIMicGARIRNx/1E2WN3xWWTISmKmg6KBq9axtQgtCI0DXRaIIWKK061D7kiAjWNWd0GvGTB3+TXKe6eKvIXOw/S7/qkUg5tgaZaCdiOz19MlPmrXwzz0kRiQeXRY8XDD40y7qtYe6N2j5qLUFddKGZYPAbl8ak4GTEN6v7ZWmgMbaJdzd033MDv/+1mpNkCXLvIWAiM6lfDBpAU4u5tpGNgqpCicR1OjVTYdf8IJ5/d1zhGIUVLLIdWmj2PjDZydyHBNGQ8djhTirFsAydt4o25MeBV18Hp8YJMSkEUacrTHlZCklwmeeHFgy3P8VKUY5+rkEI+q9TeZzuOK3VSc/qAza8PDQ09ox36bY7Ftl7c7U/Oeq/O1Iny+ZbKllE+j9nTE4/TVEXRYdj8wfmTei1JsVauJLFpE6pSibEfNeaP1d/fUIrFMGaPVQ8pZ/7fJOAGTQlRE2uo1fF6O3aS3LyJzPnnkdy8CZXPx330/v44iaknUrV9FrYdV3mav6tJvXahEFLywgvfy9j9v8PwL9YzsXUTkw+fzdgDZ+BOpDAshZPTRKpCJn0Kp2z4u3mU32SuLU5GotYr/zAIkIbZEAGrR113w3H6qFaGqFb34XmHY0EybCIdkTUFplKYJZC14bWsTSyRwClLLKVJiYjISlCVBp4UTKn4OrCFxpWCQ6ZJuanCpqQZt2AqJbTSHClICgfTLNvXRdqziITCd0wioWYd96QfEmqN1fTwDn2P0A/iZFVrtJAoaaC1RFDTy9GQp40sRYYPfYdItUrdnvvQSnFk7272bX2Iw3ue4v/df4RyqOiwDBKBRuU9HF/RG0LFFFy/wsCrSbq7u5dGsVyK9sZio87iCas+URDElZHa7K+URgeCKIoouwFH9u7nW5/90TwF1KXEXFE0iJVaq6UWAooaolDP0g3x3Yi7v7Wb739h66z90EpzZF+Bx356gMd+eoAj+/KMDhWZPlIllbMRUjT0ROY+/+yUSRRqwkDFLSMdt2VUTXukDjmLAkWuM8FpFwwwsGH+M2KpyrHPx/HFkiokhUKBq666iu9///vkcjne+c538tGPfhSjNhmNjY2xZs0aohar5efj2LEomfcWq/wFmTpN1NaOt7yZ8eu+2KiiRKUS4ejovMpGTHetJRG16kjX//5j2t/8ZtztT1LdupXxf/s3jJosfFQqUTf9m9kh0fRPMeMMKsQMnZnZWivNrx/reOsVIWFZWIODsYhcGBKNjaF9v8FQqo85VwDuaBFbzv9ZbDl/4CBmLo9hB1T2bab/7JewevNGbLtzQT2M3tVr6VzeT6FaxWoIitHYD7dUpGfV6lkiYM3huqPohuB3LNet/WFen1E86EmED1JqlJ7RldBotABTaoSvcQOf8eo0SoAlbIaikEkt6DEDlLYJVMh4dZy0lUZrjR/mOZK6gOHIY3h/RGpkIobhCIdO2+EFpxbpetWfYK182azj7rRNTCEImla/xTBiItNOZJo15x7BuOimXeTJ6DIlkSEv29BIRunmE+VLuenhx3n/unUNYbxfhxh64tH4GqixpI509fP4+a+nPZVCSIhKfnxJ11b4bRHsSwh29dqcMupT/PkBnLVti65mLEV7AziqGV896iyecCiW4K+3eZXSqFCRNBKUozJJKwO6k6mRyVnGe/XvGRsq4JWjY7Yo5oJRnaRBJe9zNIHQ5sqJkMya5C9468nkR6ts/fEBipNVVCy7hDRETNH1IrKdCQxLUsn7RKGalZDEotYSvxrOU4OVMm7bSKlJZCxUqHnRa9aQ6Jk/d7UC68Izq149H61jSQnJX//1X/Poo4/yH//xH0xPT/OJT3yChx56iO985zvYtUn0RPeUfptiUa2XBVb5CzF16tTW5ItexPR3bsbftw+ZShFOTMTJyByQKWFMUUVKkBLn5JMbmJXk5k0kNp5K8c47cbdtQ7a1IeoJTV3ErV5pmQuCUypOIpqPq5b4CNtuAGYXc7yzxM56e5HJJJI4+QkOHYIgaLR9WqnXHitWbT6d9PIS2x75JFV3HxChleTw2DYOfv1MXnjhe8ltbj2OkJKzLvs9fnHztyiNjZBIZzAtizAIcEtF7GSKs99wxbz90Fqxe/dn0JixMQAAIABJREFUCYJx4kTEhIZZXURGKs4MRvGKDskuH78yIzZXGwEzoahM2kyPT+N1KQxpxOBUJPf7PVxsjpIWAVUp8SKXip9ne7SK7+q3cVivoXKSj1wT0psf5ZVP3Mnqkb2M+Rnu2rOCi/R5rJpDba67K5enymitKUWaI0oQmiZCa6SAGOEimZYdVHQaX1gINJ3kyQqXQMOOiprl2vxcx9ATj3LHl/4Vv1ohkc2SNC2GcjkCrfEmRgkzGXSQaDgrA9gaCgKmrVjSPRytEhwqzXPSXSiWor1xNDO+uayb7AUr8b5ZJFFNE2o/FimLJGkjhRQmaUPwO+3nonSEZzoc9kKe+t4eetIWo0WPh+/ey/TTOtb0OEaLQitNb8bi5S8f4MlHRjlwpEroL3JxWhNOc1ImDlCYcPnRvz1B6EdzfT5RSpMfcwGQptdoyyil0ZGmWgpq+HmBMAR+dX61MjaIjNs1fjUikbZIZi10i0brUqpXvylU4V/XWFJCcsstt/C1r32tgai9/PLLec1rXsPrXvc6vve97wHM+8Gej8XHUmTeW0UzU6eZ2lq5/34O/OnVBAcPNmjDQAwIhVh+HmJmjFJgmshkEqO9jWUf/MCsybNy//1E+fzMOHWzv7mtIs+bGc8wYlyKYcSvN6m6CtuOKyEthJ8WOt6FKkKitt/a95HJZOyhM0dvZDExOXkPTzz0Plw/T1iVEEmkobFzRVTqHu66eZrz+esFQYArN72AMypVdt7xQyYPDeOVS0jDpGfVas5+wxUttysUHqdU3kU9GWmcC6XRQewI3J5SHH4kTSITYCcVgS9QkUAaGsvRRIHg8ONdyK4y6ACJhSK2aT2kctzlJznDOkybcLGJeCxcyVf533iiDbNUJFOtom2Hka4Bvn3uW3jT47/gpPwkpakJ7r/lm7StFIThdEMxVQrJewZ7+GJhkqe8kIKK5dOk1igEEk2nmsDBY0J0E2KQ0FW69QS2ZdXaSIo2WzIaqlmuzc9VaKW4/5ab8KsVMp1djd+hTSlMIBSSoFoFMXvB4AswNXSExKq4KkRVFg/YXaz2Rs6PmLpl94Luvx2Xr5+VlCROaqf7ilPY/dWfY/tOjBmRIIWJIsJTLpEOcGSadmzaJYSTLiNbHmfaC9G5AMtJYZjGPHfc5qSkOUmSkWKzIVnXm2Cr0oz6UaMSslC1RBqxFogQAt8NCb1oVvWkHqqmIVd/p1oIqDJD0a0XLbUC04kXPM2YEpgh+9WJf2GgSLfZdK/IMjbuzvvOpVavno/jjyUlJOPj4wwODjb+39XVxR133MEll1zCq1/9ar785S+f8B38bYrFtF6OtcqvVzLqUb73Xg7/zd/ErJ2ODrBtohpXnCCIdSZqVYu6FD1hiD04SO//8/5Zk3jzWGZvb4xZcd3WmBGtGz47zoYNmJe9HvtnPyfYu3eGLbNhA5nzzmXqxhuXfLwLVYQSmzfTddXbF9QbOVZordjz2GfxvDxB2Yi1OCDWKCkKjExIds1u7r/lm6zceNqC4/YMrmHjh/+W8aF9VAt5krk2elevXfDzhcKjNYfc5mREof0grpMoEDXR29E7e+j8nSnMrgDLjimPlSmb4W3tlI8kUcvjNlqkQhSahJkgYSQ4pJIc8rJk1TRCVxjOvpsgzNCLIu+6CMNAqIg2r0reSXLnujNYd/8PaRv0cdbcyqNbf1LbB4t0ai2Dg1dzbvs5BAM9/OOUz9aa4zKGiRl4ZCplEikfYWiSusKk7CYbjWPWaNqaCEMmMIwk7UI1XJufSxpwrDQ7TCKbnZUU9Bcn6CnnOZJuI3TLNT50HBrIG7DehVNcYkl3KWNdkUXGorQ3Ll5F8RcHZ8z46vsnDWROogqtW0WJ9Z3kfn8N9225Ae1qNiTPIm3mqEal2KhR2CTMmXMuNHhuRFrDKglHJBTr5nYtWhR1x+K5SZJdDNhkCkIfJqWMW12RmvGKbIpkNtYC0VrX2jxz8Ww0spCjQY6aEx5NjB1Bz1iC1cdSWkGNmCeAtWf0LNhuWUr16vl4ZrGkhGTlypU8+eSTs9TYstkst99+OxdffDGXX375Cd/B37Y4Vutlsat8mGHtRNN5ZFsbaI20baIatZcoQtg2du33rINMo2KR7ve8Z9Z3aaUYu+6LRNP5OHEwTURbG8G+fbFeSb1l0wxiBazBQQa//p+MT07Sc+WV+E1smXqikNi48biOd6GK0GKTj1ZRKDxBqbCL0KuBMJtDSJSrsbMuk5WdjO7by7K1Jy04lpDyqO8fK2LQ8ewHc1IpDo1k8G92cHp9zGRE6BpUxiyc5QpjoECux8MONFUdYkqL7mQ3dVfdLlHGDfPIzDmMqBztlkR7LhodVyZ0hIhCUjpkLJVjtKvIaRsfA0uD7sO2cyjlUyrvYMfOv2LDyX/Hxsw63t/Wznt3HCRnSiwpMTyoeGUi18ZMuTHLBtGwgY8dgSW23Q0CHCnIh/o5pwHXWVJJc/bkIoEL9z3OzaecQ8m2qAqwlSYwBHkT0gr+ZLzGLCq4qDSM795Pl16FPbA4amhDe+PWfYQjFUylCaUg05/iha9aTW/GYmIBM74oUCgpUIfL+MMlnDm01VWnnQFXCbZ+479IeCm8qBJ7TQuTpJVDIBpXmgG4GkIRH/eAF7GjZgHRytxulmNxU5JkdkisashJtuR+L8ZFGYZES10Doc7sn1mrPoRBrOranIA0OpPNrx0tBJiWxDBknJAQC7fWt481S2q7aQrshMmKUxdmySy2erUQVfj5WHwsKSG5+OKLuf7663n1q1896/VMJsNtt93GRRdddEJ37rc1TtREO/3Nb1J98EG0Ug0FVmGaMW7DMNBCxP44rotMJhHJJEoIZDKJ2TXbXGrqxm9SfeihWKitNhZCxGJk9aiNa7S3I9PpmFFRqeDt3AU93fOqNyfieFuNqbRakIuvlTrq95R3P4oiQkVmSwqajiRShghRplrIH3P/Fhu5tjOQwkLpsKb7oeM/daasBCLoezpgTGk800KNSgyhSayq0v+GMZwOH4OIVZbmTC35SSnJwSiJIQz6RJ7TrUO0CxfDgb1Wnl/607Q5CYRhxROSChEqBK0xI6g6BupkwFKEZQMjFXvZGEYCKZfh+0fYv/9LLF/+Kbpti5QhsaUkaUhIJXGSAzHrJixRUS6xEoVG6xBD2NiJZRhGhtDzqIQRUkg6FiiLa6UY3bd3UdWmo4XSmsdLVSb9sKWoWZ0lFYYBlj3b0W795Aivf+wuhta/gOHuDooBmEqzvgp/MgZnjlaoFjyEFkSVAP+/ylSNQ9jLMvS8duOiqMDdpuQlGQsvY6JDhTAlTsYia8qWZnyBG1Iu+ES1SoAj4J5v7GD969fNw3ms2nw63X8wwMi/byMIbUzDwJQWUs3IgzXWFRqUFERARinSSlM2ajIETS2KYzkWy7RJphiQRVOsY7WbEw0dt2tEbWwd6fmEv7lwqYVC1B9LgmTWRivNiy9bywM/fJrCuBu/17xe0vH3ZTsdelZm54mkNYZdpHLs84DWZx5LSkg+9rGPcejQoZbvZbNZfvzjH/PQQw+dkB37bY+FJu/FRvneexm75pqYVmtZDeaMrnnh1F9HqQY9diHcRvnee5m49tq4BVMXIouiGewJNACtOgiIpqYaCU6DJdOzsP/FiTjeetx3+L6GWmGoQkxpsia3href9nY279ctFWGbKzFGGUQE0tDoSMx7DgpDo5VA+/Y86u7R4lgTai67mXRmPcXidpSqtWlMPetBLAJoNzw2Hx5laEMKv01g5kK6zpzCsCIMH2SoyYaQycJJ/RnudJczUh7hXGsMR2oi4ZBN9NAjJIbnUnSLtCV7MGyL0K1i1NhQoWFiEpJLThG5ElOA5U1AuqP24BeYZjvlyl6q1SE2957FSakE20tVEjJeSSPAdBwM20ZXKmSDKqG2SQZFDO3il0cohDZhqCgk0/TlJ9j1i5vonIOzmct4MQyTzv6BBfE4C8XdU0W+sH+U3RWXQGssITgpleC9g70NMG3v6rV09g8wNrQPs9OetxoeGNrFGZkE77/oFYweLONsHWP9QRfl+fiVCgYmWigCEaB0CIFAH4axG5+g5y2bj5qUNLc+zCYZ+WAkxodkzx+YZcYXuCHFSbcmHSQwRDyZj4+7DLfAeQCYWQc75RCUJWGzgBgzyYioJcFaz+QCVtPnmlsU9SQJaYAfoVXsDUOtkpDIOahKiCMlhUhTJ5CZloGVkFQLQePLtarRcbVuiKeF/lEoOvWoJzn1REbq2iNKk8xYOEkLcBume/O2XUS2sxjl2OfjmceSEpKOjg46jqLj4HkejzzyCBdccMEz3rHnY2kxa+Xf3sbYdV9Ee3P0QYSIWTxBEDdUaxgPhFiQjdIQa/O8GG9Se2LpuVo0dfquaaKVIhwbw+zrO6b2x4mM+w7fx8d/9XHKQXmWn8OuqV18/f/7S95xq8J2wwXNB9PnnEO24wzsnRZhX4BfFsxOSTQyEeFOOCTNNQtSd5VWDBWG2B3upiPZQfqQz4Pf/fZRJ1QhJCet+wu2b/8Anj+O1tHs56QCoWD0DT7GtM/ybAFlCkjqRvUEB1Rj1WkidZXLu5JU2pbhVysYVjcpK2YznaQnWRFM8bTqIeGNk860UXArRDo+4oqTor9ykMHE0+hIkk4oCIOGfDzEYm5aFwjDElII3jvYywd3HmDEC2k3DYzQx40U05FPwp/i98dv4/buVzFqdZP2y7gVTSgVbipNMop4xdOPMTG0jzu+9K9c9I73sGrz6S0ZL2EYMDbnc8eKu6eKfHDnAUqhot0ycKTAU5rtpSof3HmAz568gjbLZNIPyb7m95j66jWUJidIZLKzWVKpNBvOOY9NbRlkRw69qQ9/uMgvvryFZdFK0lYbPtXGb6qlxg1LyKKg+LOhBanAWukFWx91fEj1iQmMngThSAWZk5QLfg0zHi8GTA1lQ6IyJn4haElFtfozOP1pOFCkHCp0OJN1CAGGAGEbiEjFLsPx5URQF1Oc06IIDpVAQzThNgztECBMicxasb9OysKQEsuNsGwD04rZSV41ItVmk8rZVIsBfjVCSLCT8bTkpE1Kk14Mbj1Wq6Z+iPWWTK3y4pYCSlPuPDJhYzMBpSmXsQNFuldmjvoVx1KOfT6eeTxjpVatNbfffjtbtmzhu9/9Lrlcjve9730nYt+ej0VG+d57Z638AaJCAaOrCxmGKNeNPV9qD5WGgmoN8xEVi0jbbonbqIu1md3dhGGI8rwZnZJWUVN5VZ5HOD5OYtMmEqeeQnF8/Fk9B0ortjy+hbJfZrXbjZ3XBI6m0umQSPTwsp/uwi1okivXN0r0c80HU2efTXLTJrq+vgG/fRs6HRK6BtSYLDIRoQJJ/rFeLvjjP2rZMrjv8H185bGvoEqKvcFuNu4SrNqTxhEO2c4ektbCE2pn50vpSr6Tg+VPIcyo8RDWgcAoCYRSRJ2g0iDzIH2NShMnJPWkJCIG7YkQHVUplbYhpUXK6cEwZpghUmjeZN/NNd5rGFMJegxFxg7J6yQlK4Xje7xs508xXgCJlMKWAiIdy87Xz3nN08Y04wf5eR1Z/mHDSv5+2x6emsrja42MQtrzo2x86ifsyD5MnzxCNfda9rOcIGVgqojlU4e58OAe1hcn0J1dlCYnuP+Wm1hxyqaWjBfLdjA77cbnjgYujq8NzRf2j1IKFX3OTGshaQgSUjBU9bl6235ShqxVTiwGrng3L37k5/Q8uXUWS+qsy34Pp6evMbaQgulglImJYVanTyXEm/XdAoGUEi+qYh8uLkgFPmbrI2USjlXJvmIlxamDhFMeOlBIEbOaTA2REAw7RozLWoCKWqcChzc/RdaLUJZEF31kWEtshUBmLdIaChNVpIayEJSAyI/mtShUNUT5EQQKTNFIDHQQEU0phCVxVmY566X9PHz7EFMjFXw3mlVdWL62jb13DlEdd0l2J3BWZPnFjU/he3HCUi36RMEiwCNNH/GqAcsGc7FKayVE6xhXUncZjs9rXEXxKiHV4nzxtlaxkHLsr0scqyV9ouPaa6/l2muvZd++fQBs2rSJj370o1x66aXHNd5xJyT79u3jK1/5Cl/96lcZHh7mbW97Gz/84Q95xStecbxDPh/HEbNYNLWVfzQ9DUFAND4ea5sEQYwVqQHT6k1ao7ub7ne9C3vFigUv3maxNrOnB394OE5mWiUkdSXWWktHOs4xWUEn6gZ6cvJJ8rv3ce7ODOmCh1CgJbhtAm+ZYvmEopCAVOSSNGc0T1r53Ky67EOEWz7I+NkT0BuBjNs03oRD5aFOzjn/KgZfcOa8Y9i251dsGbqB3d0hr5xez2t/VGKMHBUrwIpcwqqH0duHlUm3nFCHnniUx35+A52bgwb6Py6bazxpYGdVQ1tZtVPXTpsJg5r1OghMtI4IwxKmmUbK+WJ7p5tP826+z03eOYxxElGyDUsrTqsO8wcH7+Q8exeHMCjbATqoUfqlWfupY0+bdOpUkslVjTFXDe/ldTddw14nyWgCLK/E8rGD2IEgNDvZKp6ibfSfeOP+F6BSadr8Ev0TB5Edq8FOzfL72fGru1oyXuq/WyKTZWxoP1tv+yH9G05dEFfyeKnK7opLu2XMG6ccKSpKEWnImpIOy8RTmqeVydhZF/GXF17CC4Jyo82mgdHR0VljVAt5TG0hkYS0aDEIQaTi1sZCVOC5+JCwRpWVRsxuqVOJzc4EHZevZ+yHezEqIYaM5+GyIRl2DAo16XfDlFSLPkPbJgBmreTnGvopy0CrsJGMCMvAjBTZhIFnhOxTUCkGSEPQ1Z9m3Zk9RKFi568OkbrvcDxu7bqrJzUIDZFGS03mZSvoWd/BwIbOedWF4Z8fYOfXd2D5MatHCSjZBmds7mLvSIWpkQpO0kInwUmatC9LMrxriijQDe+aVtWT0Fes3NiJV45F0aSMpeJVpOc9upT6zXL3XSjmLkxbtaRPdKxYsYLPfOYznHRSDN7/2te+xmWXXcYjjzzCpk1Lb8EvKSHxPI/vfOc7fPnLX+aee+7h0ksv5XOf+xxXXnklH/7wh9m4ceOSd+D5OP5YyPtGJpNxq0YpdLmM0deHmpiIJd7rrRbLovtd76Lzyt9vOW49SQgnJ8E0YwXUOhg2OMrNW28DWRZd73oX6XPOWdBq4ETeQPsf38rGB03sCEIbtBFjQZJTisykpmQn0EaVqAXncK4ibPqcc1itP4u85vN4/j4qGY0OEiwTq1n/zneTecmM90rzMVAa53/JiGo2gb1sisAJmRjwSVUDhNbYiQraL6NKa5GZTGPiHX3gv+jtcHj4tq/StmEvwoipjfXnpjRB5EK0bMo/NK2NHwRxYiKIlUB0BEiU8mdVSOqxWexkg7kVc90X8O66kc6xJzjNcJEWYIE1mWV7zzRVGWJoG9twUJFLGE7XPG3eQRDMtPfuv+UmwmqFTDCKmfcwhURIReAILM9g454cO1YXyY0fYrkdV2rQalblpe73UxgbrTFeTMzsNNL2Ub5NWGzDr1YpTU0Sej6/vOk/sRPJBXElk35IoDXOnNK61ppRP6xjhzGEQArRqJyMeCH/UTL4WvsaTNtiIZpHMtdGKAIUComMtV9mfxGGiGXcF6ICN2TeKwHlStgAqSLAsCTplIlRoxLbK7LYl63jgX97nKQpUbZBWdbFNWK59vK0RxQoHv3JAbbddWieoFnd0K+u9hpOulSeGCMac1ElHyHjykbXmcvo7+zGK0cUxqvseWSU+3/wNF4lJIfmrLRJJASWGZ+zGTC2AEsgbQOj1oKZW104+NMhKrftx6kxeiIZ5zGOFxE9MsqZFw/ivGHdrARm7ECR8QMlQlPhlYMFOzmGKdj2i0Oceu7yuJJTT17q0fxT6rht85scrRamrVrSJzpe97rXzfr/Jz/5Sa699lruvffeZz8hGRgYYOPGjfzBH/wB3/rWtxp4kiuvvHLJX/x8PLPQSpH//g/wduxApFKzVn4ymUTWVEqV52GaJkZNYl2HIVGhgHPqqXS85c3zxm2VJOhqFX96OpaSr5s/zF1m1EXWogikJPHCF7Ycv/l7FnsDHYsZoZVi9KcPYoYCL0XjPW1CYIAswVBHjjVTLoaYryMwVxH2V4fu45+KP+TAG7tZNmqwYnKY9p4BXnfpu8kMzE5G6scQZpNMao0VSTpyFfIX+qjOCgN2CWnFSD4VCnQgCfMTVEY2Y5Z9DHuM6Z//FaoaINYKkFGNkjhzfEprZPNuCxZ2oaolKlqHKCT7WUdgnkoyOMgG4WM0bVevcmTTp3BG32mIF70efnAnVEqQ7GComOL+fTmqbTZtm6exO0LcqaexExlybacwOHg17e3nNCoGdQ0PkbTxPL+mFFs/FE1oKZJlizZfEkhNRUFG1mkdM4+iut+P1ppk9xTtm5/EzlURUqOVJCgmOfxgO6GfREhBKteGMOSCuJJO28QSMWYkacyc16rSeCpWlAURG9ppCIKAyAtJuRFPCZ977plmkyswe5OkX7YC5nRcelevxVyWoDg1SZvd08CQxEetUUqRMtM4y2M34FZh9WeI0ibeoTKhjkGqdUZI6Cu8wMfpTze2712Vw1ye5vBwmXRips3juyHFiVhm3bQl6XYHFemWgmZCilnto/TZfbPk6I2+FGPjY/T05ji0a5qtPz6AWw4IvBClwLFilR5faVSgCaQg22bHFF4pCLUmKoVMPp1n2RxpexUqCj89iKMhqFdVAC3i8Sytyd95gFPPG8Bo0v7oWZklmbUYG2pyKZ8ThiVo60lRzvs8vXUMy5F4lTkLkTmPr6cfHeeMi1bxmxgLLUxbtaSfzfZNFEXcdNNNlMtlXvKS4zPMXFJCEkVRLMcrRMO/5vn474960uDu2IGamoJCATU1hdnTE9NtodFeIQwJ83lkDciqXRejrY2eq/90FnDV3f4k5XvuYerrX0cHwUz7J59HFYvzzO/mRRTFyqy1ZKX9VZcsePEv5Qb6Zb58TGbE6L69+GPTiKRFpD2EkDPTuRD4SU3JsxDKxplTJZjLLPrS7vv5+71DVOUrETmLQznF9miMttJtPHLfJ/joSz7Ki5e/eN4xeGEZ5QODiuKlIZGjkZFCWypWj9QaaWoiT2J3lXH67kNHAq1gRGpGfQvbDPFdiSPjz2rVAixXZwXIBYB+Mn5/Gxv5Hm9kRKxAhzlEVKQ/GuFN1t2cYR1AKb+pylFzLF57Abz283D3PzG05wB3PG3jR5JE2Eb+4ZMQHT5RlEeS4WVXvI/OzjNnVb/qGh44Tcq7opY9aYWWGhFIsDWldEC2aJM2QoSdaABltdaUp6cQQvDUozfQ+6I9SCsidC2EsJAGWJkC/eeWGL67H2+iEyuRiFk/C+BK6hL3sxhAQFT3AdIxnkSGAROlEmEw431ScZLsTVfYrLMEh8tM3/IU4e92Qm/vzE8iJWdffgUPbfk2p0ZZbJkgwI9ZNkqQMDJY2STZl686KgBylxsxoCEpIESjdFzscgQEGva7EQON72xNRS1Pe7HMuylItztIQyINFuW5MjdBqf+2zV4uURS7NpumIBD1Lo1GE5smlishqZxNZTrGuBgaHvjhPsyHx2ZVaEa3jmL5EWEdu1uj9ERKE+n4OrB1xO1//yCn/d76WSwW3z26HH19jkqkTMp5n3Sbg1eptPhg/JdZOzfjB4swv4j4ax9LMWU9EUzGufH444/zkpe8BNd1yWQy3HzzzcfdLVlSunT48GH+9E//lG984xv09fXxpje9iZtvvvl5ufj/xqivyr2dO5GpVNyaqYFIg0OHYo0QQKbTGNn44aImJwkPHiQ8fBgdhnS85c2N6kP53nsZuuodHPizP2PsC18gHB1FVasQRehqlWh8fGEAa3Mo1XABlpkM1sCKBT+62Bvozq3b+ODOA2wvVUkZkl7bJGXIBjPi7qnY+bQ+EXamu5FCEqq4fK7RKBS+iPBsicy2E42OxiBfpVCuSzg62mAW3TVd4jNDFSpyGRYRti4htU/V6GOs7UpG6WfL41tQWs07BkMYcRX4XB/lABUgUcvPItAqNsqTqRDpaIShkbbCsBXK1PgpH9OJQYqBa4IWCFlH3809g7J+smZwJE14km1sYgtXc0AMkpKwPJGlzWljiFVc61/GA+UcgZcnnd4w37F47QXot36L+9V5+GY7mWUrsXpOQiTbwO1B+usojZg88N1vz2Na1TU8hIqTkbqug9QmRiQxQoGWmqod8fTaAraMKIUWgdOJ1orA88iPHiFwq2gd0nX6/lj4zTNQoSYKIqIA/LKBYUX0nj5OuukaasafjO7bO3O2agygjCkZ8UKqkUJpTah1o13TISA/nScMQoQGiSCSsXLtntJOhplE5my0F1F9YnyekuiqzafzO29/E0PppyhEE0glsUniWEmc5ZljUn7HDhQ5MOWzxzYoGxIDsIkTkrIh2WMbHJjyZ7n91qmo3QNpAi+iNOUSBQrTlmQ7E9iJmfXm8ToGA4wfjL1cLDv+HWTNULCgoazBFqJBGQ59RXHCJfQVFuCaAreFK64/5SFrONqErv/RpASkZfybScCd8mZtt+2uYQpj1QX3VcjYsC/0IwxToiLNstW5egEGaYjGH4gZSqk2GxVp3NJzK8p3vLEoU9aaHMOzERs2bGDr1q3ce++9vOtd7+KP/uiP2L59+3GNtaQKSSKR4G1vextve9vb2LNnD9dffz1//ud/ThiGfPKTn+SP//iPufDCC5+vnjxLMXdVDqCmplCuG+M8oohwbAw7nSYqlWJwq2FgLFuGlDHCXFWrTN14I4laBltvOYhkMk48DAPt+/iHhhHSiEGqpjnb7yZsfePKbBazsxNVqRyV6ruYGygqFLgm71GyEi2ZESNe2PA+qU+ElrDoz/QzXh3Hi7zGKj0pHNLZFKvffAXiuz9obT744hfz2Qcfw9USRxcbQmoGIVIX8UWWfOYS9ha+yJOTTzI45xg1gsDEAAAgAElEQVQSZhJ7wER1a2RFoAzAIl5CNqlgyjl3nACUBGoTo52KqBZMvLKJlYyQUs9JSJrXEHMTRYnC5Hu8EZcUnRRIOQNIKbAig0zRZ9pKc2P5DaQeupFcaiXdb0jTOUdCYXRoH5MTBRIdXYg54mBzJ/2eJupzs4aHY9qEno/jglQClIkAQlPh+tDVXuWcdX08MdVDqRyAPxUnM0LQNuiz/KyDWLl44nRyCh0JgoqBCuIeUORZJDsDUr0BYdP8WsefzBWtqzOA6tW2fKgxgTbTQGmIKkW01kgpIVRowLUsesslOopTPGI+xUC2G5kyiaarBIdLGCtn69Cs2nw6KzeexpGn9+Dun8YxUnSuXbkopda6X0oxbfGkgHStbREIQVnGE77y/Hngy2Yq6tC2CR79yYFGZWRuHK/nilsKY4CtGbe0mk2u9wSKzbYkISAEwloLLCFFjfVjYpoGaduYVaGxOxwCAfWrSzUtegwgKeOqkEyZ+F7Ew7ftp/+kdrb++MBR10daAaIGeK3ppQxs6GDfExMEdX+cWhvRcgxSOTt2/jU0iYyJ5jcvKXkmpqwnImzbboBaX/SiF/HAAw/wz//8z1x33XVLHuu4WTbr1q3jE5/4BB//+Me57bbb2LJlC6997WvJZDJMTEwc77D/o6PeGgkmJ/EcB93dPd8V9yjRqrJgdHeja5UPpIzpttPThLW+vjUwgJGZ6VvrXK7REtFaN5KbemWlTtvVQYAOwobx3WJCFYuEUURi82a0UpTuuhujowP7lA2zPreYG2j3ytU8Lc2WzAghBO2W0fA+eUHTRJjp7GJVbhA3rBKpWP0zKlToWbmawdddBq+7rCWr59Fihf1uhBFV4kmp+fsAU1fxjB5KchnT7jRr5xyDAHLtWabMIjoEbdWKFhrq2cbcQqKg9pqOe+eaWJDNkCrGSrgGoBFaYacVWoBlL0OoAlFUYT5KT7JfDHJY95MVZVLJAQwzg1+tUJocQaNIhYqx5HIOmevwnn6KO679Ry66+v2samINLSSfXo+FJn0hJWe/4Qru+NK/ks67+G4M5q1TzjWgheCF23rp6ujiAd8kDH0EkGnvYNWL+hkZ/jHt60eQZiybr3Vc+pGmxs6GBCWJCo24LWcESHs2XbOOP2klWndeR5aXtmdm4ZHyQcj/2b6fSWGQNDRCaUIpqVoWThRx7sEhksJiOioxHuXpMnKgNWouJqHpHPStWw/rWr69YMz1Sykbsy+WKIipsk7aYnR/YZ4ORh0suu2uQzV2zvzvCIMIrTXTo5UlaWgkMmZcUaiJmtWrIQATCh73FOssQVYITAFIMY/101yhGR0qoDsTMSFHa9ScG0MxQxgroXGSBlMjFXY9OEJxsgl82hpj3LjX6nop61+0jJ33jTA+XMJJmjUz8pi9pLWmnPfpHkgvaK736x7P1JT1RIfWGs/zjv3BFvGMdUiklFx66aVceumljI+P8+///u/PdMj/kdEMFlVhSHn9erQQ9LzjqkWjn1tVFoxMBpYvJxofj8XLoijGfAiBuWzZrGQEZloi3q5d8fa15EY0U4Jr+iQNF9+GfKOOX1twB6O4DTI9zcF3vzuerG0be8MG+F9/2Oi7L+YGKp9xFqFhzmNG1KPZ+0RkZybCuphVwnIIowC3WMROpjj7DVc0MAWt+qiTfgwClSJEaxFjKppCEhKSACNHe6K95TGkgwwFZRDZGtFk5CXqRQ4xC9gPxKtKExrgTy3AaYtodiDTgKcE2rSxwwpeWaK1hZHwa/gUMI1eLMeiHPQQKZtsohPDzBCFJVz3IGY6FloztI+HSZSbJDM0SWna5P7r/pqV7/8A4qSXx+fnKPLpcPRJf9Xm0/ndt7+LH/zz3xPhoUXMy4wM8BIaW5gkSprqaJG2vj6SVhajbYTM4C+pJip0bgpj8Gokae5FxZehxkwGRFUHTYBWAuXP3Ataa9xSkZ5VqxcUrZNCzDPv+0C7xecmSkwlM7iGQEaKZeUyLz24nzX5aTQSTwdUlR8vwS2BTJ3YKvBi/FIy7Q733rKb6SPVBiW4mT1ztDG8akBp0kMIeOhH++dte7ToXlEft4Q0BVGgMWrtQq01Y6FmCoM2pTBCjdPpULWMeRm4YUoqBZ+f/edOrKLP6VrHOU5twVPHPwvipEQDYtqnJCXSEBzZW5jdKltgnSQArxpiJ0xeeMkg0pQNvI1XjRp4m7CFrspvYpwIU9bjjY985CNceumlrFy5kmKxyA033MDPfvYzbr311uMab0l7ODU1xRe+8AUKdfv6psjn83zjG9/gqquuOq4d+Z8cc3EfZk8PwnEajJLyvfcuapzmysKs1zMZrMFBzL4+ZEcH7VdcgcxmMdpb96zrF2s9YYAYUCptO8aO1AGJMFMdqT9cFqqWGEbMtAkC/F27iKanUeUy0fQ0lQcfZOL665n+5jcp3XU37vYn6brq7ch0KsastMB0DL7mVVg1Nc1W4akY4Nppxzn1qs2nc9E73kPPqtUErkt5eorAdelZtXpRap6dtknSsDBlsiU1WGGidcCqZOyNU38INB+DdcTBnrSRKRGLoERi1h3WnIzUF3chgqdYy6OcwX7WohCoWmKCjIfREkLDwJGvoHTEQGsPYYAObVRgEnkmXnWK0HdZnoon+VCmiMIS1eowyDAeUAlCbWKKgN6TD8CAT8LSTBYCRr/5Idj7c2Cm9eIWi/OqY/VJv7MrR2/4NBzeOg/wnMhkMW2HXE8v7cuWk13WS9uyPvo7VpIJZxJQAThdk3SdtoNEZxVVk5nVqoafERoharKbWtQcjzWJXALDifCmHarjCbSK8SelyYl5yedi4vzOHG/e8yhXDG3n8iN7efPOJ7jysa2syU8DEKGQQpIQsVS60W5jLT+6qudSow5StZ24tRHWZNhDP6Kc95ESKnmPieFyo9VgzcFmLDRGtehTHHfRSpPM2S23nRtaacaGCowNFRg/WOTMiwexHRPDkAihCUOFimJdj3hBI3Adk7xtUGxVDgTcchCzgCZdkpaMnYJF7JcDM7dKpKFaYz07UhAGEb4bUi3HraZjQRalJekeyPDyt84wiubibSoFn8CL6B5Iz/rcb2rUTVmdk09GVSqEY2OoSgXn5JNZ/rG/fdZ0SI4cOcIf/uEfsmHDBl75yldy3333ceuttx63r92SKiT/8i//wmOPPcZ73/veee+1tbVx1113USwW+chHPnJcO3Oi4pprruEf/uEfOHz4MJs2beLzn/88559//nOyL60YJVoIpG1j9vYSHTmyaErW0SoLANp1SZxyCrlXXULhv/7r6D3FWiLSaDkIMav9o+tjR1EMVjXN2HwvP8dQTsRy9EZXV6xZUquiCNtuVFV0FKHyBUY+/RnMbLahN9LxlrdQuvuXLTEda198Nic9unceMwLiSXE6iNiYSXJaZkbkrN7DPx4TtjoT49Gwk0i5hCqIgapCorTCFw4pdYT3b359A18y35k5IHdXhonXFYnSAlkVaJO4/tx8ymp/P6E38wN5OSMMEBJ7xyxnmJcHN7Ne7KglLQJpOHRaBsH4Vg7cuZ6OQQvpBDVNjhxmJo/nTZDrWMUb3/spvv3EENtLFdqicUDFEzwCpRUlmWUgHGKl8TTVjRa7jiwnG5lUKx7c/U+w+nwEcPb5Z3LHjfsojR8hkeuYkU/PT2KrMmfLJxHf+xFaOtD3cnjxm2Ddy4G45aNURCqVm3XuA88j9IOG0q+KQjJrnkKYIZGXQMgatqEuwVE7b0LGzA5qibI0XZJmF+Xdp7A/0UbJssgYARs7uzhnif42AH19ffR0d6OOHCGbzYJUBFJwKJmhYluIoMwpFU1nOYlIGCQ3dz4rq+mF/FK6+tN4lYDSlEe6fea+N21jHntm7hhuOcCvhggpyHQ6NV+X1tvWj+ngjsna9mWMnE9UGKWjL82ml/VzYPsk4wdLsfppzbfGTpr0rMxw5sWDPHL7/pYVGqUUlYKPEIJsZwKlNDqMEAI8KdFBVHMc1kQ1n20N+NBosRQn3LgqczTCn4ALfv9kNrx4+bzfaMUpnfSf1M5TDx6hOOmS7Uyw/kXLkAsYOv6mxbPhfn6s2LJlywkdb0kJybe//W3+8R//ccH3r776aj7wgQ88pwnJjTfeyPve9z6uueYazj33XK677jouvfRStm/fzqpV//088xNJyVpsaS6xadOieopaa/ynnmp8pt7+CcfH0dVqDGCNnwYYXV0xeLZF6DCMMSv1dk7dgI84IWtUVYIAmckgDANv1y6C4YP0/c3fYOTaZt1AWsCTk9t5RbrA7nKSEU/TbpkN/5HpICJjSt472DtLj6R+jpatPWkpPxFAkxeLxxT9hMEkoYpX7ZHMkpCKD60e5CX9Z8/abu5DwD94EH3rNYy/VCLaJSKQKDN+ggpqFQ9gG5v5qrwalyQZipgEhFgcYJBv23/GVdbNnCp2YkiTpJnAqxYI7CNkB1YTljqgSYYhLHWgvBRj41Umhvbz3sFl/J8n9zAWJMigkbiEmJRlhoSuckn1eyglSOUC7Haf4pjBnlyC1eNPwUPXw5PfZ9X4U1zUbXL/4S4mJ0p4ZhppSHqMCc7uH2NVjwPmMgh99PR+Cj95H5H7DqyVLyORzbZs+agoIk6xBBqB01nBSJVRQSw6JnSs6KbrNaQmAKWIwTgINLbTw9Tyj3NDWze7CmUCpbCkZHsuTf/AMpZ6l0spOe+88/jBD35AsVhkpLuPX60+lXErQSgEhtZsrwr6qykuPHslhezx9ccXE638UrTW3HrdEyTSVmvF2jky8c1jjOzN8+CP9pNImbHi6zG2Pbhjkp/95058NySRNrFSJoEXV1MK4y4XvPVknJRFteg39i+ZtRt4FCFo6YpbKfpoDen22KenLKEiJelI4aNRUsYmfQACbAFFBVOBxjAEyZxNJe9jGIJwgaopgGVLTj6rb14yopVm213DbLv7EOV8jFuShmDnfSP/o8zxTpRJ6XMVS0pI9uzZw/r16xd8f/369ezZs+cZ79Qzic997nO8/e1vb7SOPv/5z3Pbbbdx7bXX8ulPf3re5z3PmwXAqbejlFILKowuJYLJSVQYIh2nUXXQtSqJFgIcB1UoEExO4izi+5Jnn82yv/1bJr68JV6VFwpxxWHDBrquejvJs89GA53vuIqRj32MYGxsfuKSydD5jvj8zP0MlgXJJEYuR8dbr8TIZsnffgfejh1xdWShbLuWuMx+ScfaJ/XjlRLl+5idnRiJRAyu3fIVVl73b40s/r6R+7n+8et5uhi79Tr2BsLMq8irFUhpYwrBpnSC9wz2cE4uxdZ8ickgpNMy2TxHMG2p8dK2NH9/8gD/un+M3RULNwqQKFYlDD64bjXnd+QWvCacjafG1bCr34m9C9qTK0kEPhWzyNRUHi/0yPYr3PMVXlrwQ3k5vk7QyUSjYmLgYzNJnm5+EF3ICxOHkTUHVx0Z8YM6qfHd+cdoWjZepUx5epLNnRU+0PYEXzoiGBH9BMLB0CErwiEudr/PqcEONAbCjkgbmvFMyDe7Qi4YryJ//n/jJWiynf5+mw3LigxPT+KoBBsSSZbpQ4hcXwOIOJmT7GmzUGYVhv8FMXUDqdRaek+xObythNkxkxBLw0QTS3hbjoOdAgQoFT+GVCQRoYE0VJzD1uikugYoEDJOZ7b6q/nqAQtXV2mzrUaiurNY5UM7hvhQV4pNIiSVSrGsxjA7VqxevZrXvOY1fO3Brfwo24dvGCTCgKyQWIkUh1MGn7INcp2w3tcn5NlwtGg2ejuwfRIVKQzTpBVwwjAFXkVRLfqz9qt7ZYZq0UegMczWCNDmbaMw4qHb9uG7Qa0SE68rTFvOVFNu389r33M6Qs5uWWlit97+k9u54K0n8/Dt+5keqeBVYqxLttOhOOGSSNWOQcBBR7K2GmHWQN0hGikEttAEGp4KFKYjSGVthIBywUcYIJRuXSURcVVt1wMjrD9rWSMpGd45xa9u3s34cClu+8lY/TaRshgfLvGz/9zBBW/dwPL1bTHQ/1n+befGYq7P35ZYUkJiGAaHDh1asNJw6NCh5/Tk+r7PQw89xIc//OFZr1988cXcc889Lbf59Kc/zcc+9rF5r4+NjeEuUBFYSniOQ3n9+lifo94mEVDt7AQ02vPR7e1MOQ6VOR4ZC8aaNTh/93HEgYOoUgmZyWCvXEFZSsr1MdaswfrLv6Rw622ER46goxBhmJinnUbuVZdQXrMG4KifiTZsiE1kzz+f6U99ivDwYRroh8URb2rHK/AGYkkns70dmc3iRx6qqw0ZBIiHHsQZXM3OyZ3csOMGgijgZOtkTGkSqpDy1HcR9nLOW3kJp3YMMpiw2TE5yYd27OWwFxBqjSkEyx2L1/a2s7GpjbPUWA98ri/NfteiGERkLYPBhI0MXEZHj349ePuHmNQacdppeF3d+KM+U5UJlNWDthSVMTDvihj93V5yxjJOp4hVowRrPaMwG1IgiNoY4jSWy7i/H0QVIpUjsvox2pvBpBojWQHh4gwmGJr+OvsenqJD+bxfVRmnnwptyNI03WoUiQZxMkLG/X8j1wGrfZTTwcPpAqswId3DThlxh/Q5IjRRm8bQimVhyEW6jw0ybgMWbZ8DbRUClmOrCOlFKLObad8nsxE6VBeVcQs7mcQwTIhC0tJAa0W6rR2ciCjy0UKCkigV4rsKMxEDW+vggrqGiw4h9Gwe1hfSL/J0OzlEE4M1CAImSiE3jR7k0KG9SCHI5XJs3LiRvr4+jhXJVIriyrWcWnHJCh23VU0DiNBETFUjbtmxj6s6nBmK8LMcWmnGJqYw2/3/n703D7Osqu+9P2utPZ255up5AppuGkSCDApojGISURyCQySTF2dNTExMnhgjSsz1fZM3ie+DMVci18SrXu81F1BxiEDUKIMiY9Mz9FzzcOrMZw9rrfePferU0N3QjaLAy5ennqKrzjm1z9777PXbv993QLsJrq+WJVCDTgyeq2mZKpOTS2WrLdPE64/BNccdTSx+7r6dVertOXIrFcqJAIvIxB1uhyCXMdTbc+zbeYieoewxrzUPtxcufMNKKtMt4naCGzhg4b5vHwS3jXQkcayZ0AmNjGWlIwg6dCsrBDUpmBJglaJgLWGziUkMquPZ5qr5fcNxLkWae7+7iz3bD7DpvCGalZB9904QhZqgnwWiitUYEZPpS0eR9/9gNxcUN1KpVn5ux3YeJ3Nu/v8Fp1SQnHfeedxyyy1cfAKCzM0338x555133N/9PDA9PY3WmuGOR8c8hoeHGR8fP+5z/vzP/5wPfOAD3X9Xq1XWrl3L4OAgxeJPn+poBwbSBfmRR3CGhrocEhDkj46gJybwN29mzfm/dOqzvic6kYeGsJdcQnvX7oWRyNYtS//OSTymtWMntQcfQne6MVbrBV+Sk9kHndfK7d2LWT3EtK1h2yEiMeRC+MJdf8dL1/wRXzryJfbGexnKDNEUHWdFBVZaJlt34U5N8zvn/iN3Vxp8+OAsDe1QyvgLUfKx5p6pJv93Xx+X9BybqHoqeDKXiPrefbT37UMNDYHnUd53PyRtPCSRiTAWMhXD1MtdHlE+BdvqzsoFFnc+AIyYqihSdutscI6mnSY7QVRxmNudJd8b4xareH1TBEPjSC9EyBjpGjQOnjeA6/bQbB5kpdkJKOYCEK0O0RaL42saNZefeAGVIGE6SohaFYaCFfw4meNvnSYNaylZgQdERvMohgeF4sNRjguimNG1NZQCGUMgHkWYENy1WK9AFE2w7pdWM/qfW5gdPYrRCVI55Iol6nNl6vUqyVye7IqjOLkaSctJRzmJRWiDchcVf1JgjUSHAYften7kDOLTpu71IlVafEZhSKXZJEKQ+EVOC/IMNSqMjIwwPT3NFVdcwcZOEQ5graFW20mSlHGcXgqFs9heb/MDO0M271M/jo9HyzUcSjRXBVk2Dw095YvWyJ5yt9PQrAmsMTieIFv0uqZn87LV/tUFzjjrWKXI4IBlz3fnmBlpkCt5x4xvFz/36O4y0YyLU/QwMj1PJGDqPmkryxJVIzKyyNDQE484hhd9iKyx7PneXIeUK2nMxRgjaUvBlDUUSA3WImuxPR5+1iOuJanZmxYIoVBKkiRp90KqtHNijaVZ64R9inQM5ZZ8pqYTxranniVGwzFErg6iMhR6M8wd0MgoQ0+PYHBw8LmuxS8Ip1SQvO997+PNb34za9as4d3vfnfXAE1rzac//Wn+4R/+gS996UtPyYaeCo4hey5SjSyH7/v4/rHSRinlz+aklJLBt7+NsWuvRU9MoEol8H1sGKb/zmYZfPvbOu3YpwBSkjvn7J/qMXZuDqE1wtru9+UunU8E0UkYLtcnKdU0rl6Qxj7/1t18Ifozdm+Q9Pg9qbpk8X2PgKJfZH9tP7vKu/nU0Qw1bVkRLMzUAwm+Sp04P3V4mkt6i6c0vnmivJxj9slxUordvj6k40AYEidtoiTEQSCtwTUGkUCSN+RlBYEmEi4uUcfnBBAKKxJi6yKFpiAaRO0KWldQKseGDW9nds3XKGz6AUFvE+mlRaHRae5J6j2REMdTKOUSBEO0WkeBmJxnKSsHP9H4yhIawV2JplqKCBOBkope4YDr8d9Vg7rQDNmFe3FfwGASM+lY/rudZWs4S9PN4kaCSMRoESEdixAO++1K5uQ6cmaGK9/3RqLZ3BKS8ZGd2/nxLV9hdnSEme1DDL2ghp9PcN0SjXIdMAhh0sy92McmLtZIrIG6yhMJlywNDCY9/haqjQYacJSgrRQtx8V1XRzHoVarceedd7Jx40aklMzO3sWhQ5+h0dyPtTFCuOSymzjS+24i8vQouUDqXgRPSaqJpp6Yn9314QQ4unuW739pb4fL4ZJ3JPXZNnHbUItD8r2pjDaVrTqc/6sbUM5xFl0J5//qhg6vI17C61j+3EzBQyqJTiyON//eFqTXOjFIJdPHnep7l/BLr9jAHZ/fRW0mTOsHCbpjdLdAlReI2QilUqWQTuhawWdLPq1qTBJrTJIatum4M96bP1Ml6MR2TNDmX1Isb6N0kYSWKNRYDWFD42fEU35sn8OJcUqr4G/8xm/wp3/6p/zBH/wBf/EXf8GmTZsQQvDYY49Rr9f54Ac/yFVXXfVUbesTYmBgAKXUMd2QycnJY7omP08sV2OYahXb04O/efMp+ZD8oqB6exGZDCIMUx+U+Q/rE0mBl8Fi6S3r1GegM59OHMHgnOGNX53ls7/uED5/aNHjoS5XEIsMSjSIox08UKnxaFMca5hmgXZIKUnYV0l4uNrg+aWTk2b+sFx7wrycxThRSnH/267B27iR9r59GLsyTfgQEm0NCdDbhhEHhsRBBu0IY3I9PXYWF1CIDknCpS4KrGOEgcqdNGJDWPWZ3l3kaN93WPnCw8RJmwNyPQ3y5G2VDc6BNDUXAI21mjAcJ5s9jUxmDWE4jmNb5KXGOJaZCB6cE4y2JRaoSMlmbdlqBLtMmwPCULLimNGAAEpac8ARPJb10EoQKUViBVoZdoptfC2+irF4DQkKRcxNu6v8yeaNXLaIaLxcDaXdA1Sir9Fs7sfLa4zWWCMxkYeJ/e7xtSah5LVx0CS4iI4MJ45jkiRBSkEiJMpasnpeIirIZDJMT08zPj5OEBxk954Po5MGjtuDlB7GRNQbu6k0P42yf0ho1JIQvnmEJh0NFtyT9CAxBsYfguYMZPthxbknZYS4ODtmXlXjoBD9gkYlJIkM9XJIpuAysDr3hKTME6l3lj/3WB+TRdvU8UIZWJ1jcO2pdx+P7p7lge8cIm4nXf7HYnW9VGnRoZO0EK1XInSUFpyOK8mW0q6QEILabBurLUl07E2RtaRqHtJdbeYNTZZjEaWmXYvJFLxnrFPrswmnfFv+13/917z2ta/li1/8Ivv27cNay4tf/GLe8pa3cOGFFz7xCzyF8DyP888/n9tuu43Xve513Z/fdtttvOY1r/kFbtlSNUY8O0vZ91lz/i89dZ2RnxKLOwCyVEoX2h07UknwYnO0xcVIRwJs4/kWquh+2c4FQBgwDkjTmRcXXSJfkq9EvPqumH/dUqOQKVGW6zniXkxT9mNQCBI85zL2RrljouRNvUEyPYUN0wtRu1Biz9/8HWe8+lefsNj7YbnGB/ccoZ4Yely1MP7p5OX87ZlrlxQlj5dSPP6xj9H7pjcRjY4gq028GLRMEHFCbxvaHnxto+Li2PBK72a+YN9FTfRRMHUsCbH1qBOQJeFFDzzE0fIaarFltiwRWvO8zQ/xQHw63/LfwBiDS6TCV3Iz23hkYZ+YNnFcxvP6UGoj9eZhHqjE7GpCK3LwsEQKKhJySK6ptZFWMxdVSTIB3vIAHaNBSDxrqCKpBRKt0kA1EtjJNm6U76Rls+Spkeuohna3HN6//T4+viHDK9cvHIulaqjzsfb11Go7GNl3Hz/56rconbkXv7edysYtWKMRUrI1X2MVYxxhHb0i6LzXVCdspaCpHIbDJivChTA1x3Fot9s0GnUmJj6DThp4/kKoo5IB2vawOt7BsDjICGcQSPeY8cZcrNmWC1gfHD/yYAn2fz+VUU/vAxODdGHgDLj0j9IQw8fB1JE0O2a5qsYLHLzAod2ISULNC197GpsvXFCUWGOXqHMWO7EeT72z3Kn12MA+hWttx0BMn5SB2PG2YWRvuavc8QInDcdbdNmQioVsGUegE4sXKKQUZPIujr9w8+EFDoW+gMoJ8mykFBhtsce3Qlm0oQv/qxNLruQ9Y51an004pdWw2WzywQ9+kFtuuYU4jnnZy17G9ddfz8DAwFO1faeMD3zgA/z2b/82L3jBC3jhC1/IDTfcwOHDh3nXu971i960riTLN4bm5ORTqg//aXC8DoDq60MG6d2qiSJotRaKESGQvb2YWi39nEuJ8DzU4CDScdIFQ3XC5wQIK4hdQb3gEAXp3WYr67BqJqbncJmprVIIs/kAACAASURBVOfwqP9rJHg4toVDQmwgdlfzzbLCWNONkjf1BvHoaCo5lpLI9XCtIbtvD2PX3sXKj33shEWJsZbrD01ST8zSvBwpQIVMRYZPPLqfr55/No5UJ5VSXP/hnQz/5V/SuvUbmMd2YsIIreDIkOTWi2DXekFUdXlt3w5+x36Gf+d1jMvVaKFwTMJae5hf3reT4s5DHFYKg0FJRb6vzYH+M/i8+3baNkNBzEuFHY6wnht5J9fYzywpSuJwCs/txUQVfCu4fCphxMkwI6EqwLGCzVZyjc5wkeNDNEuPcHCsJkISCJUyB43uXN0lkVQ4aOhZyOcxwNfF62iRoZfpbinjiZg+KsyaIp88cIALcgmDA5ce91gIISkWz6F4/jnk/PO4/z+ux+TvRnotdOTgeAGZUg6hKvwG3+dG8U7Go4QeVyGFIJaSUHn4RnPZ7NgSx8e0eyKRaoRGcz+OuyDBj1otGnNlkihCKM0r/C/xOfH7jCYl+hbxk+al5u9dP4iMThzuBqTFyK1/CGEdMr3g+JCEMLEj/fmrPvm4Rcl8ro06gT+Gn3HQsSFT8I7jHdJMzcok5Ht8Nj1/kDVb+7pdjR4lMK7sFgDLsbSb0sA0E3QoT6oTc3T3LPd9+yDTR+vo2CCkpDQUYI3tdnuSOO16LDbcs/Ne8R0IKUiilIQrlnkQQUrEPdEIxujOL+xJN24RAjY9f/AZ69T6bMIpFSTXXnst//Iv/8LVV19NJpPhS1/6Eu9+97v5yle+8lRt3ynjTW96EzMzM1x33XWMjY1x9tln881vfpP169f/ojftGYETdQCSiQmQEnfNGvTsLEYpTLOZWtQPDSFLJaJGA8IQHAdnaGipbb2jSCRUiw7WUcSu6M523dhAYghi6G973CPPJ8bFtzWwBm01jlCsCDLUOvHk5Sgh8F2SifG0I4PFGk01V+C0sRHOrJQxjebjms5tr7d4tNleMv5pxA2mm9NEJkRbl4cjn7fc/hH++Jwred5M/qQ8ZVSxxODvv48fXzLI//nJ56gGlqOr3XRUZRJ2h/Ddgzkuzz3KB4qf4KizkbooETRjMve1qRxQNDNglMGR6fNc3/I17zW0ydBjZkjpWxaPmF5mKNPP18Tr2Gp3pEoawJiYZGY3WmryTcPzx+e42Mmyq2eIOS+gx0q2WoVEgKNASrae9zY2Hvgye3UTX8fp+3Qz4OWxjSkqSvLrWYsuOPNvnEm5gjGxinzq0bkMMXlqjJgBbt3x91x5tsV1e4jjMq7bS6Gw7Rib/nSkcwP7d93ExMwXSexYKvcUhmz2TF7uXU5/0/KFxHJEG2IExvUYaFS5vLWbM8VRtJ8hDIexFlqtFsPDwxSLktHRGCnTDkfUalGdnsQag5AKgWQbO3jtrv/Dd1e/nOqKdVjHwRWCs/IZfn/9EC8q5ZicfJyCxJi0MxLWobBy4TbdzYATQG2sa0B3ovHN8lyb5dCd0Lggn5qcLfUOcVPfj2pEsxIxeahGcMcRNgwGbA4UqpFgtUEoiTOUofCStcekEM93UyYPV5icnGRoaIihdSWEFCfswhzdPcvtn9uZ+o10JymGqUP17nuaH79IJdCLvES60u5OKJ7jKoSEXMmjUYmOMVlrVZc6VXexXNlsQToCk5y4MlGOwA0c1mx9dviQPNNxSgXJTTfdxI033sib3/xmAK6++mouueQStNZPq4Tf97znPbznPe/5RW/GMwLzo5lkZoZkdpby5z+Pnqvgrl593A6ALBZZ+dFr0XMV4pGjVP79O0R79hA99tiCMZrWxOPj6GIR6XmYMMTZfAZRxiVSCdaTabJtW5OvJTiJBZMy+l9y6Ey+9YKVKNNA2xgvhhwuxWwvWTeHMoZyrPEkjFbr5LXBFRA7HtVcnmy7zW/++1cxY6Oo/v7HNZ2bjZIl459G3GCsPoaxGiUUUloi4bC/McN1d1/Hx9TrKD5RzHelgi6XEYMD9D//Ah6r/RuJSdAmopOeR4DPwCMD7KsI5MoWK3sCemxAUhum3Whi7Ti0DcpTCCy5njbloUHGxCpyppbaqGM7i3/6PU+NMVZziI1sZP/80SWWMa5xWF/OIUQVkbTYNnsUetZhvRw1PyZWBjeMKUgHefpLuea0F3LdnX/JZNKk5Bbw/AKlZApjDZsczQt6dKfTlS4mLbIkOGSZV17NS8PTsZ1DQiIc5rTgoYffgeMU0nC8Dpl0/fp30tf3oqX7UkpO23YVmzqjnDguM3N4moe/cR+zo99A64RfUw7NM7ax+iUvx8tNQPMf8HtmkDK95Q7DXkZHz8X3N3HppZfiew2EcDEmQsmAxlwZawxSOalCQ2qwim21CVZ+5wu0zzyb57/19+kP/C7J+Qk9KsYfSsc0md5jZwZCpD+f3pc+btXxFYknk2szz+VYzjeJQ019LsSa1P9Da0sx1qyeaRMJ8LIOKpu+33isQfnmffS+7oxjihIhBYPritigzeBQsVt03P/vhyiPNciZ9HMTDARseeUG7r5lP41qdMLORbse42UUfsYlyLs0ykvN5aw1HY8QgZ9Nl6Vtl67iwduPLDFZC1sJulNgSAnIRQXHsr8tpCDf69OYi9Dx0uOmXEmQc9DaMrgmn+7LU/EyeA5PCU6pIDly5MgSC/YLL7wQx3EYHR1l7dq1P/ONew5PLeZHM+3du9NAviTpGpyld/pFZC6HzGS6HYD44EEQkvxlaevdXbeOsQ/9BTIIkKUSutHAzs1BGGKmpjBCIEol8i99Ke2oRn73LspORDaW9MwlCGPRApRIF/RWKPAiwQqVQdQNIk4QNoa5KSK/gts/iPQ83rpqgO98/04O5UvUsnkcnXDa6FHecsc3OW//XqzW6EoFkcmgy+Xjvv8+L737DY0lIwXTzWmM1TgyvfPUOEgMA65LpVbhf8x9lXcqkFGEOomY756gh6ybJeukng2JSXCkQ1/FJVcPiX1LUskQmiGkk8pXpZMaoEkNvQMNVp81Q6YQscPpQQsHT0Wgwdh0n80jHd8UqNGRqnf61dmW4bTZHH1REZxZTNJilyOZ8WYQq5oIT2NFKrXNrcqz3m9yUf8lfOSyv+bG7Tdimju50DvCQCbBK2gy86KLzjeJIGObadGBi5eafXceMO+r4uKgKVDF2gitm2QyG7A2pt7Yze49H2bLmR8/pihJXyId5Rx+5CF+8C9fIGo1CQoFMo5LksTYXQ+S1O9h5YvH0aU2YRgQxyDQ+P4UmzbeyZo1l7FhwwbGxkYRrCAMD+LIvnRMI1Xn/VikE5KUXZJDM2S0wNl+J9u+fB/DV3wACo/P++iiOZNyRpxjlXvpgfKhPZc+7gQ4lsuxXBmzwOWYPFTt8k0AmpUotXQX6RFSCs50U58PYcE0Ewg1wpGIvIsNNbXvH8HfVDruyGI+02Zk9xzbvzdCUWvOcyVZkSrnzFSL2X/dBa1koSBY/DKL1vjGXIgXOGTyLu16vKRIsDbtnmSKLnFoGFidY9tlq+kZzi4h484XWkIKjDZI0emC6GO9kZQnUUqSK3kpEbZjijaf5RO2NH7G6e7LJcF9z1A8Ho/o54FPfOITfOhDH+L9738/n/zkJ0/5+adUkGit8ZbdHTqOQ5I8x0x+pmF+NKPLc+noZd5ptZNdY1stklYLlEIGQRoImMl0OwCQdldmPnsjNo5RfX2pudpyMznHwSpF4wc/YO2v/DrjY1PI6ixOOwYNWoEyqYunN7yS/sDDiWPieotAd7gnnZmzbYc0pqZwhga5qDzN5Z/9f9mdL1Etlig16pwxchjZuSu3SmGjCJnNdguE5ZjPr9lZb4EKiUyI6ig3LJCIDIEeo1z9CWHS4vvZKi/OCdZNVsisWEXOWxhJLYn53rqF2vQ0W3q3sLG4kb3lvQxlhwictIhxw7QQi4UmUAFBpxhpxA2m21MoYSitarDmBeMo15BEiiBporyERLh4KjrmXi5d9BMKuoZnwAhLtmU4/+E6sqcPfMGPSgPcqJqYguAVAwm+iNBG0BNbMlJSz0p27/1Ltpz5cS5a+SJO9xO27/wztA5QThFPR7SjiY6LakcpZS3DdoKVjHKI9fR2nWfn+zdQJ89ae5D1HAAcrE2wNkKpDFIOE0UTHDr0GXp7Lz5mfDN/nv34lq8QtZrk+/q7HQPX83H6XAqbfkjYalPsPZ1cVhAnMcakXAVjZpmrfJkvfKHO9PQM2exq1q57DMcZBQeElQipkU6IjSz1R4ogFI4jCENBa+LgSfE+usj2pwTWJEzHNMuRhOnvs/2P+zInq4xZzDdp12PiUHf3Oxg2eILSPOm1uy5ZbKyxZYMNFGasQTRSx1+mnhnZU+b+H+xn7oClWY3pF3BWVuF0biKMACkgZyzP8xUPGc308vHIojGKTixJbHA9Rb7XpzrTwuq0oCj2BSAgbC0lzy4n47ZqEXff8hhCCJq1KE09liKVvNuFnMdzXrKauYlml1PjZ91uMWMNJJE5KV7MMwnLeUSnkuj8s8C9997LDTfcwPOe97wn/RqnVJBYa/m93/u9Jb4d7Xabd73rXeRyue7Pbrrppie9Qc/hqcc8OVPX6qlixto0t2axemYenRTeeHQUNTCwpAMwn9MjfJ94bBTiTmG6WA4cx6jO2KZ+511s+Kv/yuQnP0n7kUdAgLISmQlwBgZQ+Tybp8ZZNznGYyvW4LfqyM7FNDWUc6gFAaePHOVMepiwli0To9gjBxHL1UpCgNY4g4MEZ2097n5YyK85wlRk0NZFSovGIREZpG3jzd1MmLRQQqEt3PGSAm/8ahkzdhT6h8lmSyeM+ZZCcs0513Dd3dcx2Zyk5JfwlEfDiUmEwbGSgUw/bmGOWFapViq0tYvvKVacN4PjGNrNNN9lDYcYTsYYcdbSJxYv+raz6BdYaw+xsnWQtqPwjeW0wxECQTUL24M6nxUJByKX3ymFZATUdGqG2nIkqzJDZDP93eKgp+dCDh+6AWVjMpk1WCT7KDItV1EwFdZzADmfOiPg1dzKZ/kvlOnvZPMkJHjUSfNzruRmJHSkuhprk+5xdZweGs391Go7KBbPOeY4TR7cz+zoCEGhcAx3xy1W8UshcUuS5CNc38d1XOIoxCYJWns0Gnup1nbgeeuALUyMe/T03kPgl5GEYCVJ2aX+SJFoqggCEp0qNjKlXghHFngfT4QV56ZqmokdKWdkqXYWWmUY3pY+7glwMsqYeb5JuxHTqCwag3QKgXWd8Wi3F2HB2LQbILCYRoIWcNf/3M0ZV57WXbhSH5Q92GwbIXyMsZyeUyigpQ3KSUdJBogBX1jO8CXTx7uGLPrbcTsBY9GxQbkKIwx+JlXeHK/ggrRjNLQ+7fxZY9nzo3GmRxrke1NfkpTkKtLOooT+1Tkue+NmgCX7bmB1numR+i+se/BUYjmPaL6jNp/o/MtXP7WJxvV6nauvvpp//ud/5uMf//iTfp1TKkh+93d/95if/dZv/daT/uPP4ReD+UJCZrMktdpCF+J4F5NO58QmCcnUFNkLLugu8LpcxsZx2mHRZkHquwx6bg65ZQvRnj3Ehw9joxgxv5IJwXyKK4Bot/nN73ydv3/TW5nOFymGbTytiZSiGmTJRm3ecvut2Ne+Ki2OenrQ09PYJEEo1X09kgSkpPdNb3xcNdOlvQX+9sy1fOLR/Twc+UQiHdPkzCR+5auI9k4c4aRjDSkYObOPb72hwIW3jbCmPIPXSMc03uYzyLztctpnRMTVR7A2VZ5dtPIiPvLCj3Dj9hs5UD1ANariFBzO7C2wJttixbnbcXINDDF9Blo1n7kDBbzeiDAWiK45meEV4df5n+78ol/HFYZIyzQ0jxav5ma8jKY1nmFy+wBD/aMcOtunkatTFpZXAS0tKDmWtgYpPaSQxFYzHVVY72RxVFocjI9/nWptH5DlgWgdt+hf5qjtJxbgKM0qRrnS3sw2tQ+s4iyxg2v4Z77GaxibTy+2CWvtQV5tb+Ys8QjWSpCmY3TVufRY0FoQxy3Gxx8ln992jClVq1pB64SM4x5z/KQXIZTFtiVW60WqmRChNMZROG5Mxg9JdPr8OD6NyYmNNOs78G2VvmaIPjSTBqF0Tp92IhjMGYYKFpJFvI8nKiSkTKW9t/5hSmBdrLJplcEvpL8/SYXd4sX4eBhcW6BnOMPovsoSVUlJQq8jyMq0aJj/bFoAY7tdLinSonR6us1IZ+Favbm3y0vJlCSVekxJQl4Ios5YQycWxxXdtxzFlrwUlCRUTkCzEQJatZimSUmp80nGZ12yiuJA5qSKhMXjrCjUZEsuOk47LzoxBHmHF73+9O5rLN93j7cvn6k4nm8NPH6i888a733ve7niiit4+ctf/vMrSD73uc896T/0HJ4+mC8k5KI0Xx6PrLfIJr5w+eXdBX6+U2KjaGHccxzYzhjINJtMffrT2DAi9RxP77JsFBGPjuKuWoW1ll/as4MP/K/P8eVXXcXhgSFqUuIYw2kzE/zWnf/B83c8hP6Vy3A3bCDatw9n5Ur09HQqR56/KkuJv3kzPW984xPuj0t7C3z1/LN5y+0fYX9jhkHPw4kPcbR1GCnSYi0xCYEK6Ku4lHMON79+HV69yh9vfgf9KwSj4ts0m5/G7ooBDyleiOddSX//JVy08iIuWHEBu2Z3MdeeoyfoQWy6j8Mjf4NQMTp2iRKJkpArtsk+rw0BNK2DjVPPBiMsG92H+S/2M9wqXseYWEXduCgS1sRHuCL8KlvYjVWK5sP9xFZzeIuHympmjaVpLIGEXsfiSmgb0hXCxChrCE1Cq7yfQDqEvsc993yDbK7Gw/p0vuC/mrYIKIoWedrEVnFYrOOz4h28x7mFM5XFcaqcqw9zgX8zOxqWqnEpUGU9BxGd3n7q7msQMoOUAWEYUq/X0bqNkjF33PEj7rmnxqWXXsqmTZu6xydTLB03PRjARB5WC4Sy6CSmUZlDyBi3ECPUwjnd338XMzMOiU7vnFNS7UZmK2X01GEKWuA4gkSnxYinLBeuj9L6+iR4H0uw6SXpiGfeh6Q9l45phredlA/JqUBIwWnnDTGytwIWBhzBGb4kLwWOAGfR+mM6n420NlnosUVSYPIuUTXm/n8/hBsoyuNNlCNp1dsYrfCERIqUuzT/IsbYbgdzfnzjzd8QLFO8CAFCCVxf4foKp0PWrc9FPHj7EX756jMZXFs4phsEHPOz+XHWXTc9yuxooyv1lUoQZE/CI+ZZhhP51gDHTXT+WePLX/4y9913Hz/5yU9+6td6erpyPYefKZbbnMtSKTUwm+9ozC/iy/99zAvZlPzaQXDWVpyhIfTMTDryWd6ehrRQsRYbR9h2G2stzqpVJIcPY9ptrOMgHKfbgVFDQ2At5x/Yx8Xf+F/sHVzBXCZLYWaG03Y+DO02xhhmPnMDzvAwSIlpNHBWrMBqjQ1DTLOJ6ikx/ME/wQrYObODufYcJb+ExVINq/QEPWzt24rscBYcqfjjc67kuruvo1Fv4Mp0/1hhiU3MqpkM5x3sJ1cNEQashGo+w+Fz91MJv7vE+VPrmFbrKLv3fIStW/6Kvr4XIYVkW/+2zq4xPHj4bwgKHmEtwCQRwhiMFYSRwM0nONKgtEG785klCb1+iSGzi7PZy0G7jtlmL3nTYr0+iDQxxgpUxiL9mIGtNYwD05FAOtDvwLzSWgIlBypxiDYCx0iMhdhosAmt0GF2vEGwSfFt71dpE9Bj5jqR7RJPxPTaGcr0cbP+Ff6U/8CYBq7bw+ZNf8LRf72BNWfei3QtJkmt351sA6E01giSlkPkRVQqFYwx+H5IGA6i9WomJia49dZbedWrXtUtSoY2bKJv1WqmDh/E6VuaxxJXi4QVn0x/SLtRQ8gYJxchhMVaAcJgjMIPGqxYcQczsz6tVmoBkMnliOKIAoPEBycIQ4GUaWfkwvUR6/o6BfZJ8j6WYNNL0hHPk3BqPVUUBzJ4gaLHGs52JI6AqCOPd9RC4SE7QY6LSckWmPAUQsruwjVxoIpODEmscbx0oY+1xdj03Jkv81K/E4Ex4Dky9RvpXksWbaBICyfXUxT6giXHb/4O/q6bHsPPKuYmWl3+Q6bgAiJNMV7GiQCIWhrnmAIn/LmMKJ5OeCLfGuVIwmZCu37y+WMniyNHjvD+97+f73znOwTHIfqfKp4rSJ7lOJHNuerrIx4fT6Wq7XY3AO+4xYjbaZVrTe322+l/2zUIKRFS0vOGNzDx8Y8vdFiWObfSGaOYVhsLqP5+pJSogQHs2Fjq/NrplpgwxM7MIDwv/bKWLVPj6HqdZGysO1ISQYAqlUgmJtLtKBZToq0xiEyGYNs2Bt7xdh5ZL/jsbe9kX3kfjbhBbGIEgqyTJetl2VjcyDXnXMNFKy/CWEPey/P6M17PHYfvYKQ2gsVirGFtucCFj5RwEkg8sArQlkJFEo/fQrTCksmtWXD+VAGO04PWjx2XrFmr7aDR3I+fGSSbC6i3qkzWJ9JsD5UWhH3WEoiYsk4QSKSQ+E4GHVYQJGziKCvDEaRy00VO+AgRY9HEPUVkaZY4lLiBpeCYbp1p7NKiJKwrTJQSedtIkryg1SyimnAg2cCEN0zONtJas0MaVMrFEJGnwajpZ8wW2FrcQpaX8+1P3szE/gr5sVUMnTuD3xMiPY3VKevQGkkSJdSqFayN8f0IY3zmyhfjuh6O41Kr1fjhD39Af3+dJJnDdXu54DW/we2f/SfqszME+QKOm6a0tus15P5NFFYcJTJlHKeTg2NFpyiRxFEWnSg8v0VPz920WusAQZIkuJ7PK67+Q5xb3kdr4iCZUi9DBbtQW3d4H2b4bLbnzmBmtkqmFTJgLY9bWjwJ2/gnq5AI8i6uJ9ksJa6xhCx0MjSp59j8hHQ5G7ohBZOuIok0WhuSSHdNy5LYdIpYQU1A3ViKStBeaJNgEoOUgqyvoC/AqyXI0Qam8xilBMX+gHYzOeEdvHIE00dqKE+SyXtksg5hM2H6SOphkuv1yRa9Lifiu1/YjZ91idrJCQucp3pE8XTCqfrW/Cxx3333MTk5yfnnn7/w97TmP//zP/nUpz5FGIanZAnyXEHyLMbj2ZwLJVPOhVJpkNiJRjaLCKrC90mmppb4evS+6Y3M/du/Ee7dmz5ufmwjRNo1MQYcB+H7yM4XkJqmLR61GAPG4PT3k33B+TR+8EPiThhhMjW1UIwohTs0hAwCbJKkLq1zc2nWjlK4g4P0v+0aHlkv+NAPP8RMawZtl46SqnEVRznsLe/luruv4w2b38Bdo3dxoHogleYKh9WF1eTDPJWwwvP39+IkhjgjunP4RCYU1xi8fJN23cN4DUgMLg5Cpsm1JyJrxnEZa2NCYzC6jvJclO/R0i1Mh2wYWdBWUFLQNAZtLbp7jCxW5IHWQnCksEhf065mmaq36JUGrSVZLy1G5g0sBen/O50Wu5/RNGOBUhbXt2g8lIpYcdbD7FDbSFDkRRthBRaZ+kVYkMIj7/ZT1h7F3qvosx533PjfaFXTmLTmRImD3ykS9DZxMoYgM4CXU+Q2PIrM1hCyhpQOYTjAXPnibtdCCEF//xSF4jd48KHPIKXp+pVc8ruX88g3dzM7OkLYqCOVw+C6DVz42jdQbz3I/v1/T9Bf755+1iiiKIPWbkpUjT1cbxbfn6DdHu4apq1cvRp5xQc67qojKWdkEe/jh30XcP2Gd/HoQ3vQVrDVJNi5mPdtGD5u1tGTsY3/aRQSg2sLrBoIyEy10DIla0spsBYiawk654gQ0OpMUxwgEfCYFMxNtdKQuk4RsffHE3iBotVYMCATUvBYYjlHCgKZckmMBddJixGVc+l95SbesKnE5OEaEwfS82B4Y5F2PeY/Pr/7uHfwUTuhXg7BpsqXxlxIS4kux8VaCJsJmbzX5UTUZts05kKKA5lfyIji6YZT8a35WeNlL3sZ27dvX/Kzt771rWzZsoU/+7M/O2V/sucKkmcpTsbm3BkeRhaLhHv2YCqVE7xQqpTBcXAGBzHN5hJfDyElwx/8E0Y/8hFMtZZ2OprN9DkdYql/xhm4r/x17OHDqVdHp7Wn8nlkLodtt0nm5jC1GqZWo/7d76UFitYk09OplFhKpO/jDA4iczlMo0EyNta1jHd6exFKEY+OMv7Rj/HlV2imBqdOaHY0255lbX4tc+Ecn3rwU+ScHD1BD57yiHTEaH0UJRWD1QCvkhB7EivAYtBGI4Ukn1NYaYgaMa2xMaQBgUBIF+mWcPN1XLdNGM0u+dt7KiOUwypNXSa2aYiZI5zOjD8NcEu04N6JLJt62/QGGiUtc+1xWsYhKw2KWaTjIGKJoxTSi7GJw6FdvbTbMWiB8A3Osglc5zqfumNqEMri5zQiESQtD5G1eEGLJHbJ6Ajl6FRqLKKOE5pAiIAgGCIii6db9Der/OTWbxK1mmR7eokn0gVGSEU4V6A1k9DyNL0rVtAYLxAXaugVPQTBIFG0gsXGFZnMIQaH7kCIEBjE8/Ld8LuWOsJL3/1XJJVhGpUKh4I8dnAFZd9laDJL+Zs3MXzhnjQd2EqsSRVK8y9vjEKICGtr1GpZfN/n0ksvTUm0J+B9/HD4JXxw+I3U24aeeJTAJngq4MGK4oN7omOyjp6MbfxPq5AQUrD1vCHC2w7RNp2GWec9JxZCIQiUwGqLYy2JhbKxPBZbpuMYS1qsINL2fnUmzRASpB9Da9JdOGPg4bbhdF9QUAKJwM+5+CtzSxxfhzcUGd6wUAhMHqoe9w4+aifUZtrdrs28JUwSp9bwUqWp6zpOOzfzz5UyzbuJI41atgDDUzuieDriVHxrftYoFAqcffbSpPhcLkd/f/8xPz8ZPFeQPEsxr6R5PJtzPTvLyo9ei7Uwfu21RAcPLviILBvdCMdJOx2LZL/zyF18Mauuu647GkKk+RPO4CC9b3ojxauuYnJykrDj6ir8BSa4EAKjNWZuDpRClUrdTo6em0uviEGQWtEvkpZ3uyaumxYl1iKDO0lRTgAAIABJREFUgJZMaI2NcNHtCXe8Oc3P2TAOxZalmhEcXEE3Wn6qNYVAEOuYYq7Y9QkJnABf+Uw2JxmkH5eYpkw6hlOCwAnIuXnK9VFWGpDSoIQAz6I70S8mjkgqszRzmv/n/n/i9ecEXLTyIn409iP++sH/wWuysMKxNKzCYolMan/vJoIeCa0Zn9wdKxmTMLk25Mi6OY7kYrS/mjMDwbnuKH1BG9/tdAKqecqPrWPmaAsnUjSqLpmhVspbXcYxlIBJJM2aIpPT1HYWMKMBufNrODlDFAZgBWvlEVaYcY7KtfQyA1YRRXl6eoaRSZu51jTbmgfo2f91HjlUI3AdHDwczyWOIqRNzwMhJUkUE4VtwkadfO9Gplp9aO3huovPTUtP7z1IGRFFOQqFDEJIlAq6fiWHD99Aff31fKoqeLTcJp49gisEp2V9zlt1AYPJXjASazuLFxbHGhIL0jFYI2m3HYaHh48hzy7nfZjZQ1w/7lMXHiuSuXQ8aAR+0mK4fpgxsZ7rD03yop48cr7LeIq28T8rhcTQmb1M3jWKDhOSxHas2MHxJG7g0KpFKAuHpGCiEVNOFk4IKVPVjZCCXI+P6yvqcyGOpxBSp54uVoKAOUeyI3AIIsPAQMCLfnML3ur8427bie7gm9VoIXumMxoSQiCtTT9DGpQLGDCdPJxmJUoLFlKjtbCRdJOA5/FUjiierjhZ35qnO54rSJ6lmFfSPKHN+VwF1duLnpvDXbWKZHwc026n45wOLKSeDrOzBGeddVxfj8VpxvPk2eCsrQgp0wualPS/7RomPvpRksnJbuFhwjAduwDuqlXITvdEBAFieDj93byktwPTaqVjnnllj7UIpWjEDUabY4hAs2oWXvaA5aI9hlWz4GhIFIz2wS0vlOzYIAl1mHY0hMDYpSMrIQQlv8SMrHFuMEiP74MjUVIRqIDDtcO0Wy5JU5HtDdMVv7Pq68QQtg2uY6iXPX7EGI/cfR0fvvjDfO6Rz9GIm+zU6xhwDpMXMW3rYIXAS6AowISSo3v6SbIOSgvsIcHw0SEOnjOH2uAwbvOMR0X6RQNvoszaw0UKkytoRy1UYikXEm5v+VxuW/gLm4UgdXe1FuKWwlEWkQjMSAYEeIWQKMqQliwWieWV4Tf5fOZ3KYs+ctQRjkOi20y36uSTJu+duJVYBGjbIKPbiMpRcrlhqnGC6XSS0ta7oVkpkymUePFrr+L7DzzMxMQEjrMQauj7E3jeLFHk4zgu7iKZ77xfyT11h3/ZvZ+mcZakM++qtzmw+Qqc6T08L7gXEwYIIVM+hElwpSDISXx/M1de+T5Wrlx1jLwYSM+pVeeBMWy/97082vt6ekxrgQMkBEiFMAk94TSPNn2211ucW8ieum28MUzdfx/lo1UCXx3nKen4YXqkwfbvH2XFptIJeSXuqjz+qhxyrIEJFNakZFTHlcxNNnEsNB3BTNbDeA7OXEgSpee8MWnhkuvxuwt7JufSqlv8jIMJFK7vdImj7WaCCBzOuPK0Y8zUjofj3cHbTorw/MkphVhykzJfLdlONa1j08nJSfk9lo66P9bUZtsU+gK8wHnKRxRPZ5yMb83PA9/73vee9HOfnnGzz+GnhurtTZU00fGDqBbbnC8uXpzBQYRKk23Ti2/nFNEa4XlLjL+WYz7NOH/ZpWTO3nbM43IXXcTKj30Mf/NmTLNJMjWFqVbTxWbFiqVhfHQ6OX19KWdjerpLtjONBiQJNo5TUmwnO6dSnsBYg3UUQQRX3WlYPwVtF8r59Pu6KXjHtw3bDhps5z8hBFJIWkmLelSnlbRoxS0iHTGZb+EN9mJbETk3R8bJ0NZtQh0yMBDiZTRCki66HSsW6Vi8jMZamHxokA3tQRpxg+sfuJ79lf2U/BJjtsQPovXM2gyuMBSkIW8FrVmffQ+spDpToNAbUlhdQ61o4mrBtscKqC45VjBj8xzoG+TbWzUbXnIW689bz86tTe54wTT3ZyT/ey5Ly6RFiOpwRiILlViiY4HnWXTFIZlVSD9BSIuMY8AglUaqmLPsI/x2619ZrUcICWi7Ps1WlbPqj/K3+/6OS8a/ix/OotAkpOnAXlymODCI63lYazEd/k/vyjVc/vb3sv6c56fZMr5PrVYjjuNU0WRrYGOktGSzAm1aS1JhET4365d105kzSiKFIKMkK3yHtnL5/uA7sASooI0lwhqNEyiyvQ5Bpo+tW/+I1avXHL8YWYzxh5itl4mlh2+P40QtFardpN1u8djhw+nn5WRs402cPm7/9+ELr6f9rf8L06yiqodg5jEIF1RsUTuhVm7TrkX8+OsH+NZ/287Xr3+Qo7tnj3lpIQWFl6xF+ArZ1riOQDmSuJVmRWkJI36qhPMCh1zJR8iO9Uon82W+GLHWYk36NbyxmC7sNlW1xKFmYHWOX37LqalY5u/gB1bniENNqxaDBddTKLcTBzl/qOeLe9LOiHTEgm28FKnNvCdRHa6JNZZmJSIOExqV6CkdUTzdMe9bs25bP0Pri8+4ffBch+RZiuCsrXgbN6YE1kUjElhmc37WVto7d3WLF5nLpZ2Sqaklvh7CdRl8z7vJXXzxT7Vdyzsp4cGDTP/jPyKUwrRaaWdk0bZK309zcjq8F+F5xNNT3e2ykBL52k0KIeheFyMsfmd8PFmie3GLXJh1oK8Or73bsHN9SlKVSCabk0QmSgsamxYqkvTu/ifrJ3nerN9VeCQ2QSSGtVumEdLSrru4GZ2GunUKEyzEkUNtNIu30VLqKXG0dhSLpTdIR16jpshoWGBANCnWIgZ+HFOec+hfE3PWZYfIFCKENBgjaFVdRrf3M1PpoTWwsD8Hj4asftCwt3kHEsE5TsCqww47N9U5MBzwxVnBG3qbeMLSMhAnEtcK/LzFRIra9iIgMG2JNQLHjXH9GOEsFALnmvs4O36YMbma4bE8a2aPcnb9URpFl9m+ANeJ6fOaTLWyOL5AJCGeA+6KVcRhSHOuTO+q1bz5o5+g0drDzPT3GWCKK85bwZ27p5iuhbTbbYLMLMqJcWWM1nVaLYGUHp43iOPkeUwPMGpX0Hsc3oAQgh5XMab7yD7vn/CO/D3N9kFAoxyfQuEMNqx7J33tDDx6+xMrX5oz9MVlXDShcMjYBT5CogXlWNISHnGzwcNf/Aom63LhZeex7mRs48uH4O5PQVgnCM7uuAO7OEkbKkegtJbIZqjPttE6LZgzeRchxePySoLTe+h93RnUvneEcLyBTSwGS93CWOBSdRa6jFKJpdeEToNw6VjEMPZYlWKmxPm/tv6kzctOhMV38OP7K/zkmwfxsw7Wsui9Httccn1F2Eg6UQDpIcv1pEVfsxqRRJok0oTNhIE1+WfUiOI5LMVzBcmzFEJKBt7xdsauvXbJiOR4NufLixeZy+HlculoJEkwlQrBtm0nZTJ2stuWOXsbjXvuofr1r2Oq1dTfREqk56E6NvJAt0jqf8c7qN12G4177+0YbHUUIxKsEiTWogzkqzFJZ42Zy7GYL8n8k+oBrJqF0yYkh1Y5xCZGW41g6ejGYPCEx+78BI2z87x07DTi6RpJ3KanGOH3RMShwhhJkkikMggJxkhA4XiazECb2A/wlNdJ6BVEOuryVUAwbXPEVZ/CTJvS2gqnnz+N45r0tbWDkJp8b8gZl4zRasADDAOCzfdMM7hbYa2Low0KQ68SyMTlwkd6uFfM8digx/8uwyv8iBWOSSWgRhJWAibu76E1FlD0DHZWoFsSrz+9cxWahTmPTFBewlm1A1x0eJpySfLw2XkaWUliFYn2Gew5RHhfP9WRAoFrcJKYxCrCRo3SWsG2K4rc/+Bv0m4cgriG0Am5NlxhXMLCecxsPo+yfJQkSZU882JVrdu026P4/krKSR9a+ATq+H4HvhRUEsvRaj/Jo6+i0diFlE2MyZKTK+j58T/R13jgGOWL3XhZN1HYdXspFLYhsv2c0x7h9HCMncEagqSSmoglgmYkSAy0chlW1udYG1aZmq5x200TXL7+NNa1dp3YNn7oLNj19S7PZMDOknPrzIX9ZFQd1zahPkFTr+ou0I4rcfzUoO+JeCXTieH+ekxST3CMJbQw00rwLHidDoPjKZxOZyIONVIKhBJpR2a2nXZHLDi+xPMlM6NNajOpednQ+mLqN3K0hmkmyKyDu+rxOSRLP/vpHfzg2gIHH55OeSUlj3xf8P+x9+Zhdp31nefnfd+z3bX2KkkllUqyLFuWhQGDV2jCFpZA2JokhCQk4zZMhvQ8kM7MpJ/JEKAZep5JHkg/CZNJwD1AJ4GGNEswW4AsxsYLi228yJZsSSVVlWqvuvs957zL/HFu3apSlWRZCDpgff34kV2q+55zT51b7+/8ft+F+nK8KZXXDxQmtZn6TGTcmnx5jTMSRB5prGnVUp736nEOvWjnT11X4BLWcKkg+RlG4YYb2P6+9635kFQqCN8n3L+fwbff2u12nK14QQhcs4nq7T3nqOZCsF6SLMIwGy0JkZmlnT4N27cjC4VuJ6fvl3+J8OAB5m75dWKZ+XKUqjojaK7rlgQJJPmsG5Ke5e5OPSi24Uo1SlpQnKqdykYLrBY6oqvOkUIynB9mUsxz794W79v372nVqvz1E/+BNLKQKqTLiLLGyMz4AQlIfM/h+i2NPkEtqSEQDOQGWGotMVIY2fCEmgQCIyz7D1TxfEvcybBRniWIDFI5RADPyU2x3VWYOd5L/w8lLV8SWI3fWcvXjj6TuU8ceLLIVP8CK5MhJx/eRrUngaImSRStxYioLZEOZG9KPrSsurmvntUG2woHSc0ybSIm9vkkUhG3fFKtQHnogmDw5kX8uy0r0z3EjRaF0WX23DxP1N9isfF9wCGNI0iy61rPw+NjhuHH76e2cD+2LySMdhDHpwHTyb3JwvjieJoefyeRzBE7R25TpQmxdQhjeOiuO+mvLJLL7UQID9OuMlud4XaGeU1pjL3Felf5svSPv8PEzDgNt4JzaVdivHvs7fQP7uPfTv0t/8ue32bG66HXNGmlhgEpqUcFIp3wkolHCYOQoD+gvrTIfYu72DV8CnE22/irfhG+/SHI9TFZ38MPZl9AJe4lMQGxGcATZULTQFuTdQukIN8TbOBXnE3WupVap9VIMNrRqqa0ailSCpQvyZcDciUfvRrGZy3NStotRpQSFMohyjMUegIalczFdVAJandMoudaOGMRSuIN5zaobM4HZ/JKlBJdvkj2PrMuiE4twkEQQZT3CTupxjoxXadYITIH2G1nSSy+hJ8eXCpIfsZxLrLpmd+3WrzER45kHJMg2FS8XAycKUl2zSbp9HTW+VAKZ0w2nsnnUcVitxg6MfkwxhnaeQ+hFMaTFGvZjFw6hwWshLuvUjzviMXXjuQMor1AkHeKQi7Pr97wP/K7M3/GSGGElXiFlm5l54dDColEop0mtjE9YQ/HaydY6k05eNnzeGn5V5h98r2kkSFseIiOqiHrgmSSRecEJ3YIJmonaes2SmZPuQ3dYKo2xWB+sCszno0qXLFLUSiniDRHoARCabxc5jpqTeYOK6RjkCbbBhpM7t6GnFJ4qyw/QMgsPbkntpiaR3/F4+pjZQItWWiEuEYAOIRy9I7XGLuiQtQX4wJDkOXeZU60KjseDkQKsgWm4Di+L0JLaNYDnOuMThyYlsTLa3IHa+wP8gSvfSWL7dtwIsWYJJMLW4sVEIcQaQFtSUNZHtuW5c3Y5QTl18j1DGKpYm3MaptGIPm53a/gy4s9PFpvEUmxaQy5kmp661X6KouU1gXx+a0FPFrURJE725cznn8Q6edYKgkeG1rANB7HK+5BqqArMX7syP/Bldf+Ei/41l/wR8f/nD8d/dc87m+nGSq0jdlWmeXFJx7h8nomlxdCEBVLLC03mXvl7zNy/FNb28bbFGzKZOtK/mnyNSQmJOc1CWRMUxcxzqdpenE4/MDbpCCBrWWtW6l1kramXVsnfe0QNdLYUFts4YfZ+vlyQH057pJM/XC1C5HdEKtFEKcbLPztEaRxyLyHUB4YSzxZp/1fH8P/uV2M3LjjvIuCVV7J9792gtNPVDrOr6B8SZT3UUri+ZJWI0UIQZoaaGV5OBkh13WSLwQDo8ULJrGuGtK1agkt22Ro0F1iV/53wqWC5BmA1RHJ+WADiXCL/78YOFOSLM7krQAujgkvv5zh3313txiq5cAo8Gz2ZxIplkKJnzowFqNTlIU7DsLoomDXnGPJW5P5SiHYnt9GoRIT7r+Cyd396GnNYG4QX/pM1aeQIttkJZlCwziDsSYjs+o2d03dBcD142/mq1P/GcEJ6rmEKM4UMbLTV5CBYcEGfNtbRGuLEopthW340kdbTWISluNllFB40mN//36ufekuXPNv0LFFSIUKM+8Pa8i6R2TuoHFiCT0YvHaF2akRpNu4AQgJnnEERrKzWqS/GWEjgRCrm5Okb7jBvufN4/kO3ZbEyhIqlzn9A14d0CCsQGhwAkzZkXqCuOXhnEQK29HidLopscDv1RwP+xgVf4d1dZQqoXU1U9u4bMNzAtrS0m4rUJKglGbvsw3atqkvppQHh1E5gXMGEBhTp5Dfxb8tZunMM7HeoLJZSQ0R8NzJJ8jn1hlmpU3QbYTyyJGyoPPM6CLb/RoT/TWMJwhigyhYOENiPJHcTd8vfIgX3PWfuOnof+Tv9WV8Y3E3471leuZnkOFGErbn+8SNOq3SPvi1z23t1Dp9P04E/OD0TSQmpOBVs1GE1AQqRhtFQ5cxIke+x+8qR3RqccYhOjKpM2WtW+WZNKtJpqDxJdbYzFPEiY5pXPa5funbrmLnFX089M+T3Pel4+RKPn64ui2sffaVEux2DhcbZMcdNW1rGtUEk1pCB0tfOsZ9353lua8cP28Ox84r+/Ejjy//Pz9EeVlxGzc1zWrSTbKQSiCkQFpBdaG9/rSAzMK+tthi6sjy0+aObDSkswQDKY//4wrXvuL838MlXDxcKkguATi7q2ty9Cin//AP2f6+9120LslWkuQNvJU0xdVqDP7OOzccs3T1s3h80Gd0VlPv6bg/CUEaCIy1lNpwclgwtTPiizcl3PIVR3/dUc8J8BVSW4KlOrLcx+Dbb6WeL+FJj8QkeNJb80HoPB45shZyYhPmq/PENuYTj/4XPvnkd8iF2ygkPfxSDvKBpemlOCPwnSDyoO3gyw2BsY6cl2MoP0TBz3xURoujzDXn2FHcwW9f89v05/o50H+Aeu0R7v/B7bRtgk4ThDS4TjHiZEcO6RxKK2g5wr6EYCjFzG2WdhuyAqbg5VBWopXrbkICx+4DKyjfETcl0kmEkzhMFlQiwUQglwRWZCWWUJlZlZVgdGbLfiacAZWz+Acf54e1UWrso2Sr7HYG1SnVVk3ZrHSgXBa811lLelmBY62lsbJC37YdmeTTtBHCx/f7eEE5S2f+04k5nmi2qWiHLwRXFXO80Us5VV3EW6/WsmtkGA9LG0HTBtTClEag8YxCOA12TUmzKjFuNI9Ru2yQ8q99DjnzIM85+ignP/VV8uXebPxyxs6o0xSpPHLlnjX58JnYdg3zuRtZjgeIVHMDzUQI8GWbYuRRTfO0GzqjnlRTjLYbwrQHzpC1nplnohODSTNbdwQIJRDOUSgHKF9ircMaS5j3EFKwbW8Pfqiw2pE43eGarLUJcqklL0DkvG73pbaY8U2EFBgJBQfx9NOPu48badZVlFkWzaqaRnQ6dEZn955a9cA/EyIrYr7zuSd48+8//7w7NJtHXB74lsXzNKS7hIuPSwXJJZyXq+vCX36U/HXXXRQeiertAcCsrCBzOWRuTZEgc7msG5DL4fVvDDM7MHiQz71qP/1/8yilSkor72E8gdKOYtPSCOArN0Xs7tlD7VDMF6M6L7mjwvB8iowtWoLYP872d2ZdlwPOsqe8hyPLRxjODxOqkLZuI+Vad8SXPgvNhcx+Pn8Ni71voCn70Q7wNYfNNK9zX+A6+RBKObRzTCaKad3LrFthRzFPOdxoX73qcTLfmqc/198N3SuVDlLuuRKhHmOpFeOLzuhEZJuJdA6rJaKtaOPwpMHkM7bLhiaJg1RJmrmU9rYe3JEUYVzHtFRQ6muTL6ekScZ1cdCxpgfVSU+zPrQjLzseDr/g8JYElFwmFe3mmaxXRDkOB1fxpeANnGYULXw8UrYzxS/yeQ7KhzdcB7+osbHCGYltKlRRY2IQUqGThLRZwVOgbZVi+WpKpew6vaCvxE29RR6qt1hKNP2Bx6FijpnTp/m0lFlGje/jUpuZz7gQ4QxaKCSOvExIlcUJh+yG+2z8VShlgNYV0nS5W1wMb7uG/m8fptpq4Tu3oZhwztGu1xgaG2d4fC9nhZS0r3gr9pEVlGt05nBinXWuRJUG8OoKHNQW2iBYS9W12UiwWU02dATOzDOx1nXcctfuCSEFXqTwA5VJZasJ7XrGG4lPVelJDPW2pmqz71WBoBSCdA7X1niewIs8kramOt/qFrjOQSogkoJywWeqoZ9WlkxU9BEye0/Ouo0KoE69aq2j3cj4LtmPSmR33qo82DiWphvMnawyMt7zlMfc2pDOIT25gTPzTMnD+ZeCS5OySzgvV9fk+HHajx7+kY/VuOceZj/0YUy1ip6ZITl5kuTEicxbhDVJcrBnzyYDNikkP/+mf8fn3zDMqWGFHxuKNY0fGyaHFR9/dcQTl2Xt+pyXY+bAEJ+69TI+/bbdfPz1Jb566yGu+Phfd7suUkhuOXQLBb/AXHOOclBGIklMgnYaKSTW2WxsE11Npe9tNOQw0sYIvYywLapqjL+R7+Aj9efz2ZUCf71c4rbFHE8021iywL6tEKgAbTUr7ZV111qye/c7sMJHybQ73hCuMxixgrTtYaVAKIezgiT2qCmPNoKYLFitJRUKy5GrDcu9mnaPwE+ydrjD4YcGKR1WiyyjRjm0ctQ6cmXXGdsI6VDK4BUMJlWc+t4IrChUZNc9qHY2JQGHCwf4z/IdnBTjRLTpZZmINqfYzW28g0fYaCUtlEPlNbatqD3Qi0slMkoQIsXZFF2dImmeQjWq7D4yjTj+7eyF1iJPP8A1s9/hxfGTXFOIkEKwbds2BgYGqFfrNGYrtBfqpFWLtsOkug9yTUYHJigUlvBM9t6ts5kixstvODdrk25Xpnu+UvL81/1r/CCkvrxIGsc4a0njmPrSIkEuz3Wvf/NTFu3Rvuci82WMKmR6W6uzP70IenZhZB4/VOTKQXczXBV/+aGiNBhhLfzg6xPdomDVDbXd1Djnup0R57LPlLVZ98Tzs3NbdTMNVtpM/dn9xLcf52oPrit43FBQDCiRKXDqCeFSm5wv8XMK3Uy7nZH1Gl3hwFhHK7UbSLfng6FdJYq9Ybejs+F3kOt4+3RSi1ft5LMOiljrakqBNY7Z49XzOuZWI65VnEkcvoSfHC51SC7h/F1d12XYXAga997L7Hvfm3ViBgbQCwtgLbbdJpmawhsa6sp8z6bquX779fBr/5HbDn0M/fgRonpKu+jjXbGfl+y8mcUjn2WuOUdP2JMRRm3Cg/01CiP9/OaN70Ipb9N677nxPdz20G0crx4n52dcEQBf+bR0i9DLsdL3BqyICFwN63QW5O5SpFnCev0cy/0CtcUnOjtHVsS0dZtaUqMclDf90lsdE/VGG5UJ/f03IYffxuljH2K3n6AAnMMaSavtccLtpeGX6PeX2T53mnguyMYgQoDzkM5RbifsqKww9i3Fl25KmD64nT33JuRjRexbkrbKPEekw1pIcgotLFIq0pZAhjHSc6jQ4bQgXQxZ/l4vtZkSKzlDaWAJlbe4RGKMwEpQoeV2+QZaLk+PXcLzsvMOREofSyzTz9+JN3DAPZIVV441WbGz1KeL1L5TYODqWcKeGC/naCMpN3yuWAnpX5yA2XfBtb8FT/7DlsF1J9hFq9IgTmLaHYm1h2Sgb47hnQ+Qy1eIZMpDwpCPBUFiiAOBzA9t6nZovUKxcGW3K7OKXQefxbObLR7/xpe3DPkbu/qap/wcDO0q0bezj4Upn0LeIJzJHvv9HM5Bu5JQ7g+pr8T0DGXdw1VFyWqei1Jmg9JmKzdU6Ql0YjepdVbdTMcHQ9xd06QrbdJOB0W4zC34OZGg5SANHGUPolAiLKSdLsaZZiGBgKp1zNVTegZzxE3NzLHKeTmGCinY++wh5iZqGONQnWwd51bfd1aIrY6wtsLTpbqdOeI6E8+0PJx/KbhUkFzCBlfX1eC79Vjv6nqhcNay+LHbNoyFRBBkab9xDFpjFhbIPe95T6nquX779Tx/2/M5/PzDrLRX6I16OdB/ACkkBwYOdIuLalLNCKN9+7nl0C1ZMQNYZzm8tPba5297frZe52s9YQ8Ox93Td/PJRz9JsfQc5tQwnmttZWuCsA20t4222oFInuxyUBKTMFWfYkEtsK2wrcshcc5RiSvs79vPgf7NNvwDAzfxV/d/koPeEj9fjMkZwQ/1s/hq7nXMqu0Y4aHQ9BYWuX70Di47dYzLTy8SaovEQOBIpWX4NLz19jZ//Ro48rxBRh+VRBWHnolorQTkB2IaTtCWGc/CaEEcC0IlSJZCKvf1Y5qKZCFChhH5oR4WZyVjjzaZ3WVR5QTpG5yzPBlfxnQ0St7UcBK0c3gdwojAUaTGaUaZEHvY445lfBQjcIlA5hxJGZqn8tRO7iIcaBPkNSJRTFYCRq9I6O8rwcoE/OMHIShCvn9DcN2xz3+A23kZrYalQEibFIMh3zvJzn334nsaPykSWIH05miEgPAQYZFENPFMgJSZykbrFZQqsnv3O9Ys49dhaPcervr997Jw8gStaoVcuYfh8b3nPc7cUDw0BVE+QimJSdbC0PY+e4gH/2ES5cktN/KtNswz80yUkhiRjZbypQA/UOjEZMcIJfsjhVlu0+qMaFY7cs5CKMBHsiAFiRDkQoVrpEgHeSloGbdKNyIm46RSAAAgAElEQVQQmdr9ydRhtKNRjUmamu995UTWvXiK5GJnXZahE616jthsICMyS/t8OcAalxUknS7ehg9ip3BRSjCy56nHNbB5xHUmflrzcJy1zJ04dkH35YXgve99L+973/s2fG1kZISZmZkLWu9SQfIMg7N2kwT46bi6XiiSU5ObxkLr035tq4VLU4be9S7yzzr0lOtJIbvci/XoFitLG4sVgEcWH+Ge6Xv41slvMV+fZfvpmJ6mwO8f4OCNr+GGnTdy444bATi8dJiiX8QTHi3nY1F4ZMRHseoVvzq4cClOFEhlnvU9JonEYolNzGRtkh3FHfjSpxJXKPgFbjl0S6Y+6WC1UFpoLpAazV1tBQu97Oq7jE8P/CZtchRcDak1rSTidGGUr7z0jbz6Hz7PFbMLyMiQBllkqnWWZc+wvRXyhnscH3prk5M3G0rL4LUd07bAi72YUCQYK3HCI3KCIK9JteKJx4bI6zGiICAYU8goh3OWJGkzlOQYfLzJ5/QQAZIwP8CTykdf75FXaffp1iBQnaLEI0VToi4GCPw6LnXUKw2cc6hciop0R/0B8WJE2LD4CupGcN9EwK4+g9AJVsfMFA7StGXyOmGbV4dixJ3ze4mpk7e9SCnJiRCNZmzXYZSXYpIyRVkELLIwRiBSEhoEXj9efhvN5gm0riCET7FwJbt3v4P+/pvOev8JKRnZu+8p79Oz4anC0IKcx0P/PPW0N8wz80yqCy2evH+OldkWzWqydoxrh1HfnkL7CpqG9XXX6oqrJGQ6PjsUfHQcZ+TbrF7AAjUHT6aWpU4I3qrfSZj38Hx1zuTi9SoXnVicdShfEuY9gsjDCxTOORqVGD9UpLHJVGtKrt1nxiKA/h1FhsfOT/p7tsA/4Kc2D+fkww9y3xc+y9L0FMZolPLo3zF63p27C8XBgwf55je/2f1/pTbfr+eLSwXJMwiNe+5ZM0lLU4TvE+zZw+Dbbz1vV9fzxfrCR/T2YmvV7Jg9G59ghBCIXC4jz87PYyuVTa8/m3fK2XBmsXLv6Xu57aHbeHz5cVbiFQ4et9x6j2N0ySG1I1ULTH/hCB/+VyVqh8YBWIqXSE1KLakRu+MQaSxZZ2JVGrwqiXZ4gEaYjfNmi8UTHtppjDOcbsySL1zNnv6r+PkdB7kin23yQsjuOR6vHqet2zTTJg7H4UTw3eRN1JMCxWQF4yDRHhJDXlRoRT3c85wX8ZIf3pvxTbAIOucnQPSUuawKHx79n1kZH6A36uWKvit4bOkxPnbv73FATjDiOxQWh6C5GDH52CBL8yFNr8ZYeXf3YVQnKTLMk3vJu1k49nG+pk8xUgkZD1tM+nUkBtMhsrJ6fUQmjdAEeMIwGPUQesO40IGq0Kov4Czodiap8KSlEELQ+c0UeY6lpmRuOaGhh7mT57JQG8KikFi298wwnp+jUXBEtWQD0bFQWCKXq2DSHNZZNAbPCVyzgnRVPByJV+WKJ5qIPf+KdNt+/JFrKZWv3rIzcrFxrjA0Z90Fb5irbqirOPjC0U3HiJ9YYclYRKS6XBMhVi39zhCziFUOhyAR2aZx3FdU6ymxsdQ63Yz13Ytif9iVD58tufhMlUuxP6S+1EYnFmvS7jgl6xp5POflO3jwW6do1VKstd1jSSnIlXxueuNlT8sx9swRl/KyjkmWh+P9VOXhnHz4Qb7x0Y+QtJpEpRI5z0frlPmTJ/jGRz/Cy29954+tKPE8j23btl2ctS7KKpfwLx5nk/XGR450Zb3n4+r6VHDWsvKZz7D8Xz+Dnp/HOYcIQ1rXXENo7XmNhc5VOD1d6fG9p+/l/Xe/n0baoKVbWTHyNUOUOGoRpBH4GsbmHb/6pSp/mT7Mo+OKgWiAwVxmXDbTPI5ITpEEu4nQWGe6Tq4OsLKIl57CSyc2HV87jS98WsF+TN9rSYJRvofggTnNX80/wlvyn2F//14++MP/RiNt0BP24Akvc3Z1gtmB7cTlIcJWE2MFynP4QUZStFoStZss9Q5ycniY8ZkTQNbBUUIiEKggxDXq7Lb9HBy9uXteQggeaRmOe5ez01oioWlbxcB9kFvpyHfLFUTvJJ4pklbLayqSm9/ME3t2oL/970nKRZqqH89bJHJLNMQwvSxm3BeRKUccjjpFdjPNPjmL1nWSZB5rE7ycxmrYefMKtSNFmlMhqRdgrSFMm3gSYg3H4n6+y3XEBOSEptRzmt7Ro/i5BhVp2W0n0c0CC5M30qzsAhzKa4G0uFRlPydrMrWJaYHK+lcag145ysA/Hs6cVbcdygzM9r7oad1nF4ozi4f1X9+8YUqMXhvrnO+GudUxMmMziddxbtWJRSmxaSRpXWZUttqlEZ5ApA4XKNo9kmYlwWnbCZbMPhOF3oAwt7FzcyZRdGhXaZPKxUMhBgSNSpZEXF+OyZX8btdo55X9DO0q8f2vTbA43cBqi/QkAzsKXPvK3Yzu72NuonreSbebu1SWwDcMjJZ+qnxInLXc94XPkrSaFPsH1gwBgxBv1UH4C59l11WHfizjm6NHj7Jjxw7CMOT666/ngx/8IHv3nkNpdg5cKkieAXgqWW86O8vchz7M4O+8k+F3vysjk1UqT7sz0bjnHmb/6I+JH3ssyzRXChEEWfdjcZGg1UKnKf7OnWcdC5lqhZn3ve+chdP5FiXWWW576DYaaYNyUKYar/D6eyxR4lgs0n2S3ip0b7G9SMu0GMwNsqs4iql/lZXet9GWeXA1QCBkiBV5hGuTr96eEV23QDu8klb/b+CriDINAiAVHifdKP+p0c+v1G5jiEUK+bGss9FJIPaFT+qVSQJJyaSEhRSh1ulbjCBuOYwIaYXl7htyzpI6S86LCKzCbcH/WWmvoK0mUCELTkK7BvVZ4p1wTT7HFQdXCHtjPG8K4QRJLUQeHuO651+GmHmQ3rAPz8+ReBGoEAEMJ99jInwZFdFPkRqKFINPnRIRLV5jP0NSeRTtyW5BBwoTK4Jyk57nHmehcC2V5W2Z1Fi3KFVOo9Iaj4g9xC6gRJN8T5Whyx5EKo3RPkkaIKQlKFTZtu+fOP34i6ivbCdpeTgrQWqE9ZDWIdBZcKAjIydb8E1n/pA2YeZhuP1d8Jo/2VCUOGep1R4hSZZoNkOcG+THLVJ8qrHOj7Jh+juKeMM50tMNCiWf2nLczc6B7HLoTgeiUF4bRBYKPu1KQrWRIvM+5cGIpG2IWxopM/ltrrA1OX497+VsKpcgykY17UaKjg03vv4y9l+3rVtYnK2rNHVkmS/96QMdgzP3lLyV9dd4db3MqbXK5VftRnkXPnb4SWPuxDGWpqeI1rkTr6LrIDw9xdyJYz/SmHErXH/99Xzyk59k//79zM7O8oEPfICbbrqJRx55hIGBgade4AxcKkieATiXrNc2Grhmk/bDD3P6f/3fELlctxtxvu6u0OnAvOcPSU+fzvq/QQDO4eIYs7SE3LcvKy7aLdLZWbx1xcbqWGjg39yyifgKF+6HcnjpMMerx+kJe9BWM37asX0x64ycK3RvfAZObLNsP9Wk3DpFNDiMt73GRPVTLBdeTuqNgPBwaLz0FPnq7QTxo1ueg0NQK72KQEX0sogvQqQQKDQhNRZcia+LX+CtxQ/xjcyklkhFXU8UZRsomSKKmfw3k0FmxmTCc1AC2UrZtlzNEniEWFMcOIetrBDuv2IT/6c36u2awkUmhZVT4CylnbDz6gqRdCiRSX+FgGggJX/zo7jpw/BIyIGBfezp7eVoewGXswzKBqM8yM1ugn8Wr+Y0OzCUCJxmj53g9fYLXK4eJs3S/TquqHmCYJCkukJsIAjbjO5+nPpCH05IEi/PYt8ehsNJquTI0UYI6B09ilQanYSAQALGerRjRRi2GNz9AxqV19CuDxE3ewgLi9ikhAdIVc8ujUmJfUlQEzQXC5SiOsKkUO6FdgXu/DCMvxCkZGnpO0xM/AWN5jGs1eh0PysrgvHxt5+TZ3IxcK6xzo8CIQWlF+1i+fNHkbEhynk06ynGOFynUxI7R5Dz8DshR85lWUTRjgKhheZsq7v5j+wusffZQ3z/axPnxXt5KpVLmPMwqSVXCja91zM7Pltl+JyLt7LVtRjeXcZay9yc/qkZ06yiVa1gjCbnbU3A7ToIVysX/divetWruv996NAhbrzxRi677DI+8YlP8Lu/+7tPe71LBckzAGeT9Zp6HX36NM4YEAJRKiGD4Gl3I1Y7MKZSyVQVvt/1KHBC4IzB1KqogQHc8jL+6Gg2zjljLCSLpfP2QzlXsbRKDr1r6i5aukVvmElrSy2HZxzpFsnwsBa6d+iE5Vf/yTG6ZFAGjJpiYSjkM9cd5+Hx+3HhHlC9OL2MSI6ftTMCoP3d4G+n6GqZ4mDd+xICiq7JaXbQkDsYFE0WXAEhBIO5Qabr03jJcXbaKea9MXyz3K2jHALjHC1ZZMQ/ycjiCYptRz1yaF8SGkm+nqB7exndgv9zoP9A1xQubNcQLst1f3a5TeBbOqILpKOjlMncYo+NOorGRx9/kjeqAn8/5vGs4kl6gifxhSYUhmvt93nc7EWZAsOmwl57DIkj8SRxJPFT8IWPCgagMosVPjiFTnxyuQqFnjqNahl0gvMC4p5BjAjwCiVCeYwgV8Non9WqUmDBZZuo1gF+fpmgOEuzPszUqUOMX/4doqCJMBWEtLStI1Yeui05cd8QD8/k6A/bXDcwyVivyUY3C0dh5kGWohaPPf4HGN3A83vxvBBrQ+qNH/LY43/AlVd84MdelJy5ATvrntZo4myI9vXS94bLWfjKMcx0g0gInCdoAAEZubXRSklFiu8pbFMjQsXgq/fy2r09m4okgGMPzJ8X72X+VO2iqFy2Njg7O2/lZxG5cg9KeWid4gfhpr/f4CD8Y0ahUODQoUMcPXr0gl5/qSB5BmArWa9zDrOwkBUjSoFzSN9HXkA3YrUDI/P5zOBsw6YrcErhUp2NcaRk8Hfeidc/sImwWv/2nRfkh7JexjtZn+SbJ77JidqJrg9IYhKGc8O0iyGpSvE1m0L3IOOSCAev+L7Dt2Qck1yWoDsy0+bWr8Ftr5I8vmcSoacw1pCeoxgBcKoEwsMXKUpuPqiPwRDSpEQkqjgHdbmNNMrRo3YwNn0/h9Iv8kl5KxXZT97WM8WK82mKIoFr8Sr5Be761QGe/dUGw/MpXgJGCaZGPMRvv3XLonLVFO793/7fmTNtejDsUCll33b9rqRb9XGlKyqyAr5XSpg4tptguMHLehZwbpBmAqkPgYJQOJ6tniCXWryuRDNzmwWHsgJlYkhPkjqFJUIKl4X1SYtUTRx9+KFHmI+IKYH00FEOlV9ESIdLV6mXAkfHm8NZrJEIz5IGFVqUYGmY6sPXYnf9AL+vSSIFsZbEKwH1h0uoeR9fGuZbOb5xei8vL7cYG1TQXsE15pmY/WuMbhAEI+g0weo21gqicIRUzzAx8Rf09d3wEyHBwpnZK+c/mjgbwr09/MBCbKBc9NFS0JCCsrHsiDOZb7ISQ85H9kf0v2K8m+q7FfflfHkvF0vl8nQMzrY6358FDI/vpX/HKPMnT+D1B5uv5fk4CF8kxHHM4cOHeeELX3hBr79UkDwDsJWs17XbWZCdUpnzZRh2LdyfTjcC1jowslhcs8E+M6SDbHwjfB+vf2DLNS/ED+Xu6bv50/v/lMnaJIlNMut3IRnMDTKSHyHWMW3dZro+zcCuPk4PNNk1Z1ny2ORlUGyDtNmT4WJp7e/Xc0x+8W7NH417IFQnMO7c116YGjiNFcGWjAMjPDxnyLkKE2I/j4QvpikHMhVJYGgM/xzPEp/lLfWP8fe51zGjdtCkgMIwak7y8vYXOZB/iG+NjfHpt+9j23SLfMOwEhqeGDZ8+MYbz3pu12+/nvf0PofbliY47nskvsQTBg9Q1m0+X5cpZ0Qxpe/AEoW9NaSnSdseORES5spIsYwwGgckgUS17dplXlVKO4sRDiclmgAsSOEQyiCcJEIicxZveBfOOer1OsVikVqtRj7fiyMAT+JclqtijQOnUWQhdVhBqeXI6RqhM+jlPFPHr+LyZ83w2EydpWoOf9kipOxIWB2el1A3IfdNltnVs4SQPjVVpdE8hrMRK7On0UmCQ+BEL0ntNPneXJZ3U3uEcvnsUvXVNNkftaPxo44mtsL8qRrLsy38gk/FX+tUVD3FfKIJEwN1gWs7Wk1N/1dO8NxXuLMe53x5LxeLtHvJ4CyToF/3+jfzjY9+hPrSIlGxhOf76DSlXa+dt4PwheD3fu/3eO1rX8vY2Bhzc3N84AMfoFqt8ra3ve2C1rtUkDwDIKTcJOt1aZp1LAChFN7Q0MbXPA131tVCQiiFDAJsHCO8dbdWh9RgWy1yBw6c1c/k6fqhfPzhj/ORBz5CYjLyhcV2v3ehtUCgAoYLw0zXp9FWU9E17nzxEG/4/Cz99YwzknpZZ6TYJsu6cVmq8Jp+dK1DUI9g+6Jj12nNqR1rqcCrx90KXjqBSGdoeLsJ3RJSeGtjFwc1l2enmGDW9XKv91qczOG7NsqlWC1YyO3kE8Hbeav+KL9T/b84pcZpyBIFW2OXmcCXBm2gbqBJm6PDFikU1bjBFb1XbGm81oW1XD/xA54/s8DhKGKp5JP2K5xcr7ZYc6GyOJAgfUvPcxaRXqb0kcrgUo2tgt/rY9FZ/ojM/u3k8mGUQFmIQ9HxURU4YkLPoNMQpTRxs4yN+/BcG9ImGh8pJddeey133HEHk5OSck+RQmGZJM6TkYsFylocDuWn6HoJr1rEI8s+SdMUqXzstjcyd8/f4UuDkLpzX2Y/YyEg8skkxotNRvZeTloeQp9s0lzSnRA5hRAS6wQ6TagvxuT7vSzv5iy4WB2NrUYTzmXUYD+QtJsp3//aiac9mljd0J1zJC3ddYSN25p2PSEagrZ2CGOQ2jFzrMK3PnGYl/zGAXYdOHtRcj68l4tB2v1ZNTh7uhi7+hpefus7uz4kF+IgfCGYnJzkLW95CwsLCwwNDXHDDTdwzz33sHv37gta71JB8gxB4YYbNsh6bauVcQPCEH9kBFkodL/XOYep1XDWopeWcNaes7peX0iowUHc6dM4rREqk1tmhY9Alsvn9DPZqnA6mx/K3dN382cP/NlaUi+CxK4VJs46ZhuzjJfH2VHcwVxjjtjEPDAWEv9iLy+7o8q2RZsVIgpODsFD44Jf+K4j7X4q1gLkBKA9h9eGciuT8wonzlmMCAS+kAy3/wlbupVl3UfB1glwpMKj7nJENHmTfydfCN+JbCuEWerukyEKv16l1Vfk6/nXsS8+zG5znM4+Czj80DLXVjxUW8aynG1SzuErn5t23IQAqtWHSNNlfL+PUung2nhh5kGozSC9iINJglt2fC8OqfpqU+fHwZqoxIFLRJbWK0FGBodGJ4Z8GmA7jp+QjXiQoL1OQKAFs25jEoCUmiDS6CRiZeryzoEMzmhaiWZkZIT+/s6TtZBMnrqafZffQxA00SYEPLzQIGUbZ33qx/expjhaa1nn9l6HCf6ZnGyAtmRRyqsGHD4eEKeWlijBC96N5/eRtBIQDqmCzGuDjneOUEBM0rJ43kb7/1VczI7GmaOJpK1pVpJuCjDA6ScqPHzHFCN7yufdjakutIibKc1asrnbt+5lzoKxFgOkcczXP/owr7j1ILsObK2kOJuc+Uz8qKTdn0WDswvF2NXXsOuqQz9Rp9ZPf/rTF3W9SwXJMwiFG24gf911tB89jF5cZOEjHyGdmkLk14LFTL2OXljAtVqgFPN/8idUvvjFc3qArC8kbKOBGhhALy/jkiR7CvU8/NFRtv/KLz8lSfbMwulM4mv+uutoPvwQX/76/8nONGZyh48QKgtJWweHo23anKidYCQ/wlh5jNnmLL9+1a9z80tv5ImDf8+Xv/kJHJajOwRPbnOMz8ArfmDO4JgIfOlhnMFLHUaB6O0h8lKaafMpr3moQsb8Kq/ZleML84qjDWg4h+c0Y2KKt+QfYd+Ot/Gxk2XG8hJBEWM1SnqYJKFan8Vvtpgp7GC2MMZo+wTWCKRy+KHDJJI7lwJSzyDJ5LS+8lFCcefRj7G7/nl8s4RzKUL4FPJ711xIm4tZHkx5G1QmETZl74Tghwdy2E7qb7ebs8amxRmB06sbfvY9KjKkiUK0YyIliH2wwqGVQFlHoa7RviAOJFHbkgYKK+mEB2Z+F9ooEh3gnEU7j1ZbE+YK3Hzzzdx1111YaxkaGkLrPmZnSgwOfY8omkfKGkK4zAsj1eR3H8E5R3O2Z0PLOswXUGEeHfXjCwNxLVPUmBScRTuJ9HxyL3kX7H0RrSePEC8HBL1NbHKGX7kAFRji5TythYgz/P4uKtnSOcvK8g8J+h7C9/toL++ittRJxpUic1l1YLTjzr89ShB5SPnUlu2Tjy1x/zdOdpOBnw7ipuYfPvEYL/3NAxvWvpDx1PkWL2d77cXya/lZwI/qIPzfG5cKkmcYhJRd/oYMg01jnHR6GjpEV3/7doTvn5fqZrWQmP2jPyY5ehR0pyWuFP7YGLnXv47C9def1zmuL5zWE1+b993HyX9zK40nj/CaxiKvkI7TA5bbbwp4aHzrtRKdMF2fZjA3SORF3DxTpvgnf8JlTzzGSNNglWRuyOcbLyzy3dEm0/0NxubZwDHRViOAUhsmhgQTIxLp1ntprMETHrLzj8PRMi2m6lP8l+/9O8bLe3jjvv+BPj9PiSrPKh+kp/zL/NNSndSdJFQCKdZxZ1RIxZtDxpZmEDDf7GM8dxwpLdYKmksBjz9Z5gfjdbYXtqOtppbUSF3KuN/mZfk2ldos5dx2CsEQ1ibUG4911SG9uT4O+z4rvqS3fycHKvMMrLTZOyE4tjvKCgYn1i6E6zwptyROS5yxCNVx6FSZDFk4g8LD2RSRCIonm+xrZZ2rh64q42mLE7KTrdfZ5DsOoVGuwc4Dd9Nq9FBZ3MVQT4lnPes5RFHIwsICuVyW5Oz7Plrvo7LiEY58FWstxoTkwh6SuIJfqlG+8kGS5uUM9V/dbVk7a9eR/wYQQR6KI5A2cSalXW8xNL6P4ZvfDEC7VmPx8CjbrzuOCmNs6uOsB8KighbCCWqT/bQObJZTXiyy5arkuFZ7goFDLZzzCKsj6MOvpL10VXdt20n9tdqhE0PPUA5r3Fm7MesLJqkkxp6907d24qxvGpIkZpPz6sUaTz2doubH6ddyCT9ZXCpInsFY342Ijx3DLC6CtYhcDn94uDvGeTqqG1OrInI5VD6PCEOQElOtsvKpTzEYRZTOQbJcj/WFE2x0mjXFgBUhkalh15zlt74S89FXqi2LEtXpniy0Fnj9ymWEf/n/ETcayFKeqqziW8GOmYS3fKlC8U2jfPnmaX7rK3GXY6I9h68FxbajFcAXbhQsJEsbz5UsAt06i3YaD687yukJehgpjJCYhKPLR5h+4D/wnhvfw/XbX9B9fX/g4QtBbByCuNshiVREsbefykoVzxqKpoZb3cYdOOE4vr1J5Ef4yme+NY91Fl8IXl1OyEtHzTrqzTlGZUDBLyDlCEkyyw+P/N/8TXWQ470B2sR4QrInN8QtseD6apviMc2x7ZpWzsN6Psa2cRp00yeL9BHYtofMr6lyPM8RK8uyL2hZwVeqHpNRH3uU4W00cUJgpSQOVfYuNjcdCEWM3zNHuW8Bz3uCxaV/ZGlpG/n8KHDluqvu6O27FyEMWvdgjcMrRRSKPSRxG63nufwVPtdd/15kJ+H5rOQ/p2g3mwSF8gbyX67cQ7I4wOJDEb2XT6DyDZSfYokRyoB19B88xVT9D/Anf4PR0bd0x2EXg2y5tPSdruTY93tpmwirE4LyJCPX/hXzD/wGrYUDmfrJZJWC9DKSrzEO/xzdmNWCyQ89klacmZqtJjCfB4TIvEJWi6qkpS/KeOpCi5ofl1/LJfxk8ZPRql3Cv1gUbriBsY99lOF3vxtVKuHt2EG4Z88GTsmZqputsOpF4hpN/NFRvP5+VKGAyuXwhoexcczix27Dnc+T2FnWXjVMU1EOISVSSFo+FFqOX7xbd2Sla1hNDHXO4azhlXc1sY1sjajQQ+BHxJ6j2uMTtA0v+Id5Hh/3+MtXSk4OQZRCX10QpTAxBH/5Sskj45s/Mo6Mt+EJr0PUdN0uSV/UhxSSyIsYzg/TSBvc9tBtG0ZMh4o5hlSbk80lTtZOMlWf5lTtJBPVCWQYkpZLjPqnuLL4BLatiGsecSoIhhJeNl7n2cUcC60FrLNcETr+p6EGOwNDJGHQgz6ZstKa6f4sU0KWa4ep1h4lnxtg0AnyxnBEpLzfb3NvuszA6Tmed/8Kz54a4LK+N+IHgwSqD6clFpkVF6lENz2czX7py8hQ8QRzbY/vnxzCnQ7JG8cR3+Nj+QIJgiRQnfGPgC02C+vR+brAOY2UOVJ9gl1jdxAEx7rfF4azBMESxkRdzo2UEgQEUUSYG0K7GeqNjffrKvlvaGyctN2mujBPq1alPDTCy2757Q3kv1U5ZeVEwOL3r8+4KR2mro0DwOGFmjh9kiNH38d3v/cGlpa+A2wkW26FpyJbOmeZmPiLTHIcjqC8iHxPDucC0mYv0mvTe/lXcNZiTHYMqcSqoA3XKVDO7MasYrVg6orilEB5AnmeBqVSCvxQYo2jVUs2jKe8QCGkyMZTPQFJnHVSnD13tbPKuVmYrOOHinw5wA9Vt6iZfGzpnK9fHf2MHRxgeHf5UjHyU4hLBcklIKTE6+8HKVGlrclfIghwaXpW1c253GARAhP61J54jEfvvn0T3+OpcObaQWwYWbSMLFmGqhDFcOAUvPT+jeuuFgeRF3FgISI/vdJdQwCDuUEkktSm1HOC/rkm26diHhmXfPBXFB9+k8//+1qPP36j4oO/orYsRlbhcFhnUUJ1RzmRHxF5ayMYIQQ9YQ/Hq8c5vLS2UX535j4asx/HmgZa9iJkhEDRMoaTrQZF1eIN/kDRH7MAACAASURBVNdpKJ96KGgWHfW8pKUiclJwXbREYtrsDy1v7Gsy6GWsV+OyzcYXkKdFI85+oS/GFQSWHbkSUX4A2buLSPkMpykN4K/kAMfa25iTuynNLbDzji9RUsPISFHKgydcFi/gwCQCjCBqBtx7LOKRO7Yz87m99NzZz/6HtnHNA6PsWyxw3PjMu4w3ktm2C1YfyDc8mAsQosMLsglCQC7aju9r+vrvxXXuHaVaCGFxzsNah+d5+B2nypZu09QJqWkRJ5s3sbGrr+H5r3sThb4+hJA4a6kvLfLdv/tvnHz4wbWfV6ejEuTy1JcWCYemQDisVsgwRnoWIT2ECDL/mPrjPPb4H7C09J0u2bLd1N2Ml+690iFb9m3Ln5VsWa0+TLV2FOvyaK3BQRApCj0ZH8XEBYLiDEHPRJZ8K7MioTsFU2ukXmcdaWyYOVbpFgWrBVNXoe86ZN1VR7ytb/IujHFUF9pY62jX0/MeT50NZ3JuLrSouYSfblwa2VwCcGEeIOtxNjfYRtpgvr1IuzxGb7PC39zxR8SN27nl0C1cv/38OCXr17aNBnr6NIFxaJnFnwsHnoU33eU43W95dFzRF/VR9It4MrvFB5IlpNabzk9KRapTWtIRaSi1ACShl6NxWR9155hvzeOJrHA5Fyx2wy/twdzgpu8JVEA1qbLSXsle08nbUa0jXOlFTPo30pQDOJFDYCjpU/wqn+P5hRqqcBkt3V430gmZqh2nz7XZ7gW8uJQSCkfNCALPdUf+Wf6vw6ZLNGUOY9p4UhG7ztN5UAKpKC8XuPxEH7mmz5etJBTQn7dcN3Sa3adaPDZWwBQTyqKG0Q6rPIwHGEiflESn+ol8iIfa1CshInXkaj57DveTymUeLmteHGbDrDOmNbD6tUyWRZYSbHFOI5QgDAcwZgltjoMbQ+sIZyXWpkjpUywWaegGC60FYhOjnCWUjj/+wZ/zxkPRhnvt5MMP8s2P/TlJq0mup4x3jmTU1Y7K97/xF3j5BjpWyCDNxlQyyLoygBAe1hrStNI1S7tQsuWxY8f47nf/lp7eGmliQLTwPI9isUiuGBI3U3TiI70m5eGUxI+ozLewttOp8xWeL7tKHJ1acI7vfXWCEz9c4Lmv2M2Ofb0UegKWZptIKdDaZlEBQnQzac6G1eJHJ9n9Xl+Jf+Tx1CWDs0uASwXJJXTwdD1AzsRWBU0jbTDdmMYAnhU4T2FKeY4sH+H9d7+/w6V46qJk/dp6fh5nDNIP8JxFW43DYkTmJ/LGewT1gzspRKXuuc815+gZ2okfznbPr5E2mKpPdV7vCHQm/63msvedmISF1gJ9YV/WaXHn92TmOg4bxbCI9DYTXxOT4AmPpfYSd03dxUJrgSPLR/ClTy55nKvNBA21nVTk8F2L/5+9Nw+z6yrPfH9rrT2doc6pedIsy5IlSx6wZeOBOQODoXES+t6Gm4GYpOlOkwbTebqhE8dMSUiTQAcIHcCxm76XdDo3ARI7JpA4cPEI2JZtzaOlKpVU46kz77P32mv1H/vUqSqpbMvGxJBbrx49Up1h7bWH2uvb3/d+77s52cs2NUbLbCCrILMk41KP60TG4gvLei+h3zHUDWgr0NbiijQYgTRwU2gSXScjDCWTY8a2u6viBl2Tgk0H+5FaELoGxwHXCKbrkm82R/hJOc0lL/v3nKz9A3WxHxtVkIkmH0pUA04OSbZvPotQFmsEzYrP+P4COpJkJOyY89gzCK/IuQhpEDJZdlwW/HksII3GSlI7g7aPShDksbbGQH/A6dMRYZiju6ebXG6OIOhDS81E7QzGJigpyUmYMQGPlM6wd8m19kKcUdfvvJzs8P/Bvn3fxSYZWloglctyKlVaLlEq2xFLW3vJLl79jm08+vUTzJw6gY4bOG6W/vWbuOr1m1bkRBw/fpy7774bqUKKRYVyDMY4xLGmXC5TLBbJFn1qpRbWOJi4C+VIpEoDBOkIskWPuJVQnQuxJs1mOZ4kyDrMnK7z93fub48RosMkvULbXTpSpgRZIVngGy9DWhYSqV6JSp2AT+yZ/oG1QFYFzlYBqwHJKtp4PhogK+HcgAYhOrwGR3r4LcvsgMfc+iKDAqYaU9zx1B3sHt6dKp6eg6Vy8N1DBfKbNhHu20cShqAk1hqkkLjSxWpN4ivquYTROcv6swnTGwxRElFulcm5Od78hl/He/CLtA4fBt9nsjFJbDS0yZX5EE4NCJ4eTrdvsSQmoRqlRNLEJufN8VxIJBmVwVVu2wTPLrujG2OYrE9isXzi+59AJ5qGbqCtRgqJDCW+8unPNOh1Uw5PIgMSC0kSgrvYnl2P60zUziCtxkqJsAJHWOomLYVUE0mPY9PMSDsdj7UIUyVC8r1W36KabqIZPVFAaknLT7ACHAuuAkdaai3JdycK/KwdoeeKO6lW9xFHc7iVaaLaGZ44+zBuFKFDiU0EQlnyPU22v7KB0RJrwRrBsJG0Whl8r0nS8lBBCyEMpu1D05mOBWE1SuWQMmgfuwjHCXj963+Oer2fRqOBtZcwPfNJtJ6n1GxgrSaQDoHQRCie0msYzHYx1Zjkr576JJvdf0N9usHcxPjzdkb1vF6Uk8EqEG1S73IGaJrzkdInSWpE0RxTJyucPbqP2sw9RPUzmFhjXIeotg6j3wYsD0iMMdx///20Wi26ujYRxb34/gzWOiglSRJDrVajt6eXoBDSKq+hObsWk0S4vkqb2txUfbY+H3WCEaUEuWJaBnETQ3UmpFmLKQ5kcAOVZlHa2Y4FIqmfdehbk6W4QXLkO2WSyHbagy0Wx5NkCx5SCmrzLfLdPpW51gvWAlkVOFsFrAYkq1iC59IAeTYNkXMDGp3zieKQwAgyjYjmMJzYkmd4osnZ0cwyLsWlfctl5B858wh3PHUHJyon0EbjSIerdnncvLdOPknQpIumROBYgVQO3uAIA66hOXkGM1/mbH+DQAVs7dnaKQ/Vf1Vw5rd/m9bZ0xgRIhzbUWkNPfjadZIFUQeLRQpJbGOkkMsCkgVuyrmQQtKb6eVfbv2XPHLkEU40T1DwC3jKo9wqM9WYIrEJAkGow2VjGGuQyI7M/Wh+lJybYyJWzCmPHtvA2p7OzT4N9jRdCko2S9PtJbGncAXEFlpWUjWSjIhxhUW1v5fPbeG+ecm+xgyDWYsQgmxZETQ8tJuQCEuAIFgwrhMQOAlzocdUqcWQkB2ZdNtnePzxX0abmLiuOiaDQpo2vwLAEM67CAWDWQO00hySk9CKXXyvhZLnHMs2z8SThVSR1Fh0a5q8M0qhFlMcGcYimB4bJAlcztQ+D2YvBZUK1c3ZDHviESZMgTWqwut7SnSLM+zd/36kUQzfENMcv4R4fvC8c/hMzqhdXZeSy26mXNnH+cEIWJsgZZByXxLJw385zZkDf0Nt+utYG+F4WXLFItKxzKxQGgI4e/bskvZmyfz0lQyM/COOUyNJAqRUJElIMzyD5xfYdeNvkFyxs9NV0mrEPP6NU8yM19BRAoIOOdQLHKy1NCtxh+gN4Gdc/IxL3NI0qxG5bp/rbr6IbMGnb02O/Y8d44RTo9Drk2jTUXJdCBqsSfVfNl8xwP4HzrxgLZBVgbNVwGpAsopz8EwaIBei9rcsoDl6kELDoKxAIFEJXHv/LLsfnGF2wOf/e20/31ujO1yKBTxy5hE+/NCHqcd1in6xs5h/vWeMwqWGNz8Cqs2CtMISOuAN9KB9wXx5BiEMpSAhMZL+fD/v3PnOTlloYX57P/kR/BNlch2VVsHXrju/g8bY9KkxUAExi6nilYIRgNHcKLddfxu7h3azSW3iy2Nf5nj1ODPNGepxHWNNW73VJbZxZ5yFAMdYgytdtNXMNGfIqAzlVoWnc5eww50jiiZxnG5axpAkTYrKEuOwJx6hobqo2Gl6ZZP5xOAIi7GWlswQuAUcmmQzm7jqqj/HTj7K4w99OC1l+UW6tAc2IZIWiaDfSgQQp52tCGNIhE/TS9NH1hqq1X2Uy49TrR1Et9azxKgGN5suhtaAkBbpgNECXXdw8pa4FRALSz5XXanRJj32ApKkCY0ZkmgaFRs2nKoiHvkFxt3X8FjtZyhVfEySJ+bfUup+iNqmA8wVKsyYLEEjw2ZZ4ZriKRypqSUCI7twAL/nDF7hKSoHLicqLef5PJMzqhCSDRv+NfsP/CZRC6zVGNPuakkLTbhuP62wRGNmhMkj/YTlvwQboZwuTAK1UkRXX0C+t2/F0lCj0cAYg2NCmD1FU8dMV7fRvfY4XraOcgTGSFxnK5dse18qbneOUOrabb089e1xvvs3J8h0ubj+4i1exybNNEiBNYvaJQCun/oCRc2EbMFncEMBYwxu4FxQ5mLt9l4GNxZesBbIqsDZKmA1IFnFCjhXA+T5YCGg2f/Q3Xzrzz/Gqx5ppP4lgSTKOwRhzOh4k5v/5zj1m7vpft2i7PYCwbMe1xnMDnaektYcmuOW72hGZ9MUtLSgHajnHSoZi0uFuDpLsaY5NSg4PBBhdcyh0iF+8/7f5Hde8TvLgpJjt72d/3X371FsCkqB4eSwwIrzsx5dbhdKKt6+/e18+cCXCZOQKIkw1nQ+K0nbj7Nulo+/6uPs7N+JMYZtvdv47LbPcqB0gI889BHGqmM0dRMl1WI55xyY9h8lFKEOOVM/Q9Ev8uadv8HFfsLJk39CvXE8bQUVljmT5QmdZgIAnkrW8mp1ghE3RmCRwiJFBMks0u3loovej5ROaqp33W2dLNSMMGyUPplE0CcMrpGUIoE2oi1L7iEdRXlmirnZBzh55BPUW+MktkWchEhnCDyDiUA6IJVJxdJIeSFCpLwaxxp05OEEIcKIJV577bbhJZkSAURmHkwqSLdlukAvecajtXzr+A1EtkJQLKAKeeqtBOfs5XTN7GD+4odY1wC/5XH5tqP4xtKMsqBiHOXhewGN+SpC1chtPEJU6gMriKMWida06jUGN120ojNqb+/1rF3zrzh85BukrJwF2XaJ6xYxSY246TJ/5I14/jzVeBbpZBBtbyCTWBrliO7B7IqloWw2izQxen4alxikQ7M6QvPAEH5mDusaQjnEW25+H729a1f8/RNSMLy5iOurzu+PjhKMsSTxosx82ia9fHFfiadR7M/QPZxl9nTjgjIXbqCYPFEBYGhTkcH1F64Fsipw9oPDGks8UcM0NDLr4I7mf+hB3OnTp/mP//E/cu+999JsNtm6dSt33HEHV1111fMeazUgWcWLDiEll7z8jYz9/u8idEK5J4M00FOKcKMEYSxeCLf8r3nWvaIEN6TfOzB3gBOVExT94mIwcnCOm+5ukIks1UAQd1sGKuBo6KpqtHJo0aQQQtODu6/3UNLp8D5mwhn+8Pt/yJ/d9Gcdrsquocv4g1GPp03S7vhYWRGqruts69nGu3a9i8cmH+Nw6TDD2WHqcZ1yVE4JsdZ2Mh97Z/ZSbpUp+kV6bW/KCxGSUqtE3s2nTsRIEs4v/zjSITFJJytjhWU0P8r7r35/J5jq6Xk51eo+js7u4c49X6AqugmczIrnYKGLZaGt09qYSuVJHKeLrq5LuXbkWnYP7+bA3AFKjRJHJ/6S5vhpHNOgHKa8k4UZAiQ64fFv/RHl+GmMjJFRqiPytL8JrTYicyEjdgyxxNtnYe2yViCkxAgQOsHJxu3uFIs1kqXZlYW5JzZ1XVYGtKvA8bCR5LHZ1xKRI6dmEa0m5PPkMxlmo2lM1KLvbDfaDckUpslmy8TaRxpFYB1kIsCBXHcv1bkWKlOhLiaozGYgihBhHSkEYa3K2P6nzjMkm5t7kNMT/xMphnHdPoypYIwGDFrP47tbmX3qX0BrFyY5gbWmQ8pNfy8ELaGoJBLPC0jOKQ0NDw3Rb6eZNC6OWjx+IAkb/VQTl6FMzMjwyIrnfAEL5Y+pk1WSxGD0IvfDmlSu3/XVeRmPlXgaQgpe9lMb+PaXDz9r5uL04dKLotK6KnD2whEenaf67TH0VLOtoixxBjN0vWodwZaV/ZZ+UJRKJW644QZe85rXcO+99zI4OMixY8fo7n5h21sNSFbxQ0F04BDrSpKpnMIJYzI1jRsbrIBEpVmOoJkw+Z9/C/G7H+PU1iIPnH6AUIcUvTRdLozlld+aJRNZSl2pQ2wMzPUoClWDFxl65jWlHIwNCO65wefgptRNV7T/aKs5On+UfbP72NWfch8u7buULd1bOFg6iLAr80EgzdjMhDM8Ovkot+y6hQ8/9GFmw1kacSPlfCwpY9XiGr/7yO+ScTL4ymd3bjc/87KfwWLRicZVbidIWuqluxRKKoayQyQmITYxt113Gzv7d3beF23+xhVdl5I98h3GS4fxVdAO3ixXuGeQWKa0Q87xGM4MYExMHM8Tx/McP/Epxsb/b/K5izp+Npf2XQp9sP5tXXzzC5+hPN3CrkTgFZbi1tM0jCGpeRxwL+Vv/bcwLYa5SMIx9SaGimd4fe1vuJzHO98xiSSRGVDpsVJOC4RFa4knF2XphWw7NXdeSX9wE0GiLCd7qsSTw5SavQSyhpAKdAviJrhZ+jJ9jLvfB2vRwuB6IVIYorZZjkJRq9XwPT89t7hIlRD25WmIEcCi4ohi1KA2N3sex2OpUJnrdRMEw8AgxoQYo9G6jLB5mjPbyBYkxsmmqq1Wg3CJA49msYvEcair9ApQvR6z9SYb27srJ5/kRvEYd8vdVK1PxsY4GDSSpnXxpeZG8Rhy8kkYvXLFayg9loJ1O3o5fWi+3Q2T+t105H9sGpAsxbPxNNZs63nWzAXwopkILsx/tbX3+SE8Ok/pK0ewrQSZdRDKgcQQn6lT+soRem6++IcSlHz84x9n3bp13HnnnZ3XNm7c+ILHWxVGW8ULhjWG5t591L5zP829+5apsCalEq6RDBRG6K6n+hJapdwAKSSOchFKEdUqPPB77+d9//Dv+dL+L1GJKpyqnKIe1xmeaDI4HVMNwC5JFUe+Yq7fY77bpeEL/uyVko//K48Dm5bH10IIlFBoq3lq+qnO61JIbr36VvqD83VCln0fQT2q88WnvshVQ1fx8zt+Hm10GlQstItKF0EqG28wNHSDalTlZOUk77nvPfzJnj9hvjXPZH0SYw2xiYlN3AlKFoIhay2+8il4BWITs7VnKzv6dqw4Lykkt+y6hZybY6oxRahDekWdggipJSCFQ09mCJBE0QzWRm13WouUquNns6AqCmlr61VvfOv5SrpCIB2XXH9I0B2hQ8VB91K+lL+FcbUez4TkbA2fJmNiPf8jfwv7zM6O4mcUZ7EL7m8YHCcGK0gSN82JCIMV5rwQbUGfS6JwNNSdJmU9izGgTAObtGjKkJqZpmnKSEcjHI00bXG0yMFYiRIWV7ooKdFa06hXmZ+ZxkiDQRGHDiLRYBISL6Dc1YfsHyJqNvjuV/+iczyq1X3UG8dx3EXhPyEESmVw3S48rx9tx/C7T5Fog5sZwfH7MUmTyPeo9/WQuC7CWJQxkGgSP+CBRx/j+PG2Am1jls1ygpuKhxhy6kTGoWZ8IuMw5NS5qXiIzXIiNUV8FlhjGds/h+PLTuBhTXu+bqpmG9ZidJSkhOEooV6OnpWnsfaSXt78nit4w7t38bpf3M4b3r2LN7/nCtZs7VkVNHuJYY2l+u2xNBgpeAg3PQfCVciCh20l6fs/hHPw13/911x99dW87W1vY3BwkCuvvJIvfOELL3i81QzJKl4Q6g8/vNiNE8cI18XbtKnTjbOgHeKHFpkIYinxcBAiXRStMVgMc26L/NmQLVMFpjeMECVRp9Nka7kbx0DiSqy17dZQuegXklFkI001tzxgWYpnyn5cO3ItH73xo9z6j7dS07XO60sDBYOhrut8/+z3ufmrN1NqlWjoRsqHEA49QQ+VqLJMeXbp9rTRPD7zeOfnBcO9pZ+xCLS7Aa2KBC6M154m52R45853rtgOvXT+S3kgka0ifYPjZOjPDJBzczQaTwNp2cBai7W6LceeI47LPP30f6On5+Wd42lNKqAllQKRElvTeo9B+hqhLEkouafrLYQiQ4+ZQ7Z1VzxiepilJPq427mZS5J9YJy0XINBSoPjRiSJwloJVmGNQsqEBQm3pWdKkWbRZDtY0J5ABXWkSKi6mlKmREtpLLMIrVB4WAxK+gzmBrGyF62PkfHn0LotRW8sjUqVRAg8N6JeLdCsdqfXlQWjYxLHZV4FDJzD8YjjEtbGSLlcWK9zbqWHkAnFoZjJQ5pc0aMweCNz43fTLGRSV2OdtF2JLVJKurq7abVa3H///WzcuBGZ7QPpslmdZWNvmbM6T8N4ZGXEsFND6iYkLmT7VpzDAhZExnJFH+VKdGywiUUogeNKwlpMsxoRNlLTyAvlaayUuZg6WVkVNHuJEU/U0FPNNDOywjmQWQc91SSeqOGtfXG7lI4fP87nPvc5br31Vj74wQ/y3e9+l1//9V/H931+4Rd+4XmPtxqQrOJ5o/bgg5z54H/G1OuITAbaQmitQ4c6rsDZa67B27SJ5p49oDUiMYg49ZuxaBCCyBU0PEtPQ9LdUswKyWB2kInqBNpoxmWZRAn8RNJQqYCT037aNtYiY41xJI2sekY5+sQkONLhsoHLznuv4BdwlYvUsmOQl9ikI24G6TKprebp6tPLXmuZFlPNqcXa/JLldGGMc2Ewy4KSyN9Bo3ATiTuCxaGMxgnO0Nv4Bz79+KcBuG70mc0Il/JA5uYfR098hsAtolRAkjQxptXOjNAuw5h2xiSdW6n8XcZPf5l1a/+vdMC2UidCLCtHWWvRoYNNBGPeBs6qUfKmmpJVpUUktKXHIWdqnBFrOBFfzEg0jeeFCNdgjaRRLXL65DZGNx0hl5snigL8oLHYLrz0WBlIGi6OiVCORVhBP5M4wUnGMjFWaJSVCCOwShHTSEXRlEMuk950K6Xr8Qf/Dsepo7UPCIwN8YKERLucPrG1TfJM258lYBNN5LoYL8As4Xi4bg9CuBgTrXguUpl7l227t1J6Wrb5FuvJrn0tFXUMEo3AIITE8XxyPT14QQbpxMzMzHD27FlGhy+H/othch+yK2DUXQyUsRaaJRi6FIYvX3EOC1gqMiaEwD2HKxLkXBJtuPoNG9oE2xfO01gVNHvpYRq6zRl5huVcSazRmIZ+8bdtDFdffTW/8zu/A8CVV17Jvn37+NznPveCApLVks0qnhdqDz7I6ffdip6cxFSrJFNTJOPj6DNnMM0myXyZmc+nKbv8jTdgW63lA9jUYMUaQ923+FaRKEEjl940c26O0a5RAifg8GDM6V7INg0Z5ZNRPm5kcRoRqqUpNAVdW7bhXbINSFVQF1x2DakwGsCW7i0rlj8eHn+I/pNldh3XrD+jSUy8LBg5F+cGGQtlmmfKwiyFagcGC/OL/B1Ue99J4q1H2hCZzCNMk9hdx3Th/+TxquE9972Hu/be9azjSiG5tO9Sbtz8drrz29B6vp0NaUcJCIxJSC16LXGSEJv0rzExew59jAeO/ikAI1u2IR3nvLKNtdCc8QnnPZp+jgSFI2KEWrLfaToFT0EifZpeN0nicWjPNRzdexWHn3g5R/ZcT7W2htPjl5IYF8fRJDqHtefwGRKJbmaJI4dK7NFSilzDkK8lNHJjWJEgjYdAISwIK5BJyg1JRKsTcDWbG5ie+mlarX6EiHC9BlJp6rUejh24kvLcog5Jp+vJpldAlJhl7b8LOiQLx3f58bFoPU8uu5mLdl3Hq9+xjf41OeJWgrY9CJXB87vJ9w7QMzJCz8goXpCSkR3HwRhDo9EAKeHG94Gfh+qZlB9jTfpv9Qz4Xen7z9GCfyHGfsqRDG8u/sBGdD+oieAqfnCknBEJyTN4hCUmNSPNvvj5h5GREXbsWH5v3b59O6dOnXpB461mSFZxwag//HCaGalU4Ny21STBhiE2imgdPJhyS+5/AJnLkTQayz8rUoJAJjQobZkY8TgxCAui6HmVZXNlkNbsNN5rr6Zw7z4KlRo2jiE2Hb8T6XkMvO5NvO+aS/ng/R+kFJZITJKKmImUJNoT9HDr1beeV/74/j130vPHn+G90xFOkvJbJnrhq209kmcSP3um11f63PJdFjg47e9KGoWbsCJAJaVUQRWblkaSOYzqpVF8M87U7/PZPZ9lW++2Z82UpOOnOhkHD/0mUTSJlEE79tOATv+fpKUJ0T7+6VxiDh77JCq7nWs3X0v/ug1MPX2cRMdIpToZE5BM7ekl/9oqjtAk0kFxfrYgRuCQ0Bu4ZHWNbOAQVQq4wpDvK9FwJEmS4/ix6xld8yT5XI1EOxgp0vKNkZhWAEai3BjhGKLIYf1YnUnTQ1W6dNkqEQW0ddPL0IDnOfhenkZYo1wuk8vlcByHSmWUycnXUyyWydbGmB+bYza7C2HStt2lsNaCFOTzs/jOGXpHRxjYsHHZ8T1w8LcIw3mSJEQpl2ZcIYlKKOGxPvdahF3eKTI+dpr7HjpKkPFx3fMXZa01Ukqy2bYK7+ZXwU2fgvs/iZ0+yvR8gdAOEvRdzsBPvwOx+VXPee39U4qMrQqavfRwR/M4gxniM3Vk4fxzYBoadySHO5p/0bd9ww03cOjQoWWvHT58mA0bNryg8dTtt99++4swr382aLVa/N7v/R4f+MAH8H3/h7INay31ep1cLne+M+6PGKwxhPv2Ex48yPR//SPiqSlYyHp0FisWf7YWG8f4Wy6i9o//iOruRnZ1EQY+3uwcQimskmib4CRQC+Cu11iOZCtUoyrbn9bc/FeT7H5glpcdaNF/dIaKaeBWmkidYKwFYRGeh/QztI4d5aIrX82uy36Cs/WzNOIGSipybo6d/Tv5jd2/cZ5fTvWhBznz279NoRTRCAT1IG2FHKjA5ScsY/0w1X1OQNEOMBzpPKevjUDQJ/uYNbOd4GVpNiVy1xN2/QTSNhDndLSkvUEJRvUQREew8QwnKie4+eKbV7xWjDXsn9vPkdIRBfkjwgAAIABJREFUtNPNxv7raTZOEsWzGNNkaTBil5iTCGGxiaSZeGRUzN9PneJ1F/0sPcOjnHxyDzpqS48bgzUJ+dEag1fM0Z+b4Sn3CmYYJKCJAHqtoCQFVkCFImvFOD/nPYrWFUr1LeR7FUObH6d75AR9/WP09Z0kyMxz9szlzM1vZWaiyNnTG5mZGsXPhrhuHeVohIR43mHm+4NscgrUg0EOxGvJqpjAaeLJFp5skukpkO3O4vkuWmu6u7sJw5BWq4UxhsHBQS7fdg0nv/U4UTkhzuSxro84p8xX6J3ioh1PMLLmMN1rpulaP8d8+UF8f4hMZh2ZzDpy2S3Mz58hjA9Sbp6mFpU53dLcO6O578jDDO77GmsL6xG9G8l1+wyt7ePY8WPMz8/jed55i0W9XmdwcJDrr79+8b2ejYx7P8m3D17DU3PXc7x5LcfqV3Fqootct0+hf+VW7841JAS5bp+x/XOEdY2U7XJkbGjWYrxAcd3NF1EcyD7rOBdyn3qxtvWDwBrL9Kkqs6drtJqabMF7QffVH6f78lIIIVAFn/BICdtIzSgRArTB1GKEryi+fhNu37NfNy8E69ev50Mf+hCO4zAyMsLXv/51br/9dj7ykY9w2WXnl8mfC6sZklU8I5YRV5tNkkoFVDu9vkIggjHgOJAk6DNnOw69Simcvj5kcBITNkmSJPXNkPB3V4k0I2ENN36vwc89UMNPJOWcQOQ8mlGdvtkEaaFScIgdgRYG7cForhtRqjPz+S9wzRe/0OFTzIfzdAfdbO/dfl5mxBrD2B//V1QjolJ0MVgwmsiFOcfSW4O3PmTYv0GsSJSVQiKlRFt9Hm9FoToaI+dmUZZmVqzqwuIgO8HIErUqABtjRR5UEYFgvDp+wRL7mwqb+OWd7+ayfJ7Z2fs5cuiPkE60bDZC2lQMrOmgLMiCoNQYS7ex83Le8O9u5ZGv/gUzp06SRE3yA9OM3HAWHIuJBG/2v8Kfyn9NiT66qGBIiHCo0kWGJm9J/l+SymE8N08u26C37zEcJ0brgDgGKTW5XIlNmx9g75GdhDPDbTM9SXnPKBn7BL7ToFsOo8Zr1BsJzaIkG7jIBmghcTE4NLFuBu26neDDdV3e/OY3I4Sg0WiQzWYZHh7m1JOPY0xCV3cvcWmaxuAarOMiEo01hmLfNFt27EGpGKF9soVhHH+xI+mSbR+lp+flKNVFK9jO3459i1JTImNJWSsioSg7hg/r09x2769z7Rv+CDa/CiklN95wA3d/7a+ozs+SCXycII/Wmmazie/73Hjjjcs4O+MH5/jWlw8ThYIgl3tBbbQXKjJmjf2BNT9eSkGz8YNzL4r+yY87gi3d9Nx88aIOidEIKXFHcj9UHZLdu3fzla98hQ984AN8+MMfZtOmTXzqU5/iHe94xwsabzUgWcWKqD/8MGd++7cxtTqquxvjOFCtQtJeRBcUt86FMaAUzvDwovtvJoMMAtyNGzgzfZwoCpHGoizs3ai49GnDWx80bB8HJ4FEGHqNoNZliGlvxkIQGhr9PlaAMTEz4Sxri0NEJ04Q7j9AZuel5y3acI5R39Oz2JPjVDMQ21TYbKkGWC2A0TnYeBZKG7opR+UOCVUKiSRtm/SER5RESCn5ifU/wbfGvkUraZ237QUslYkXSRWBBuGAXYEkKVyETRCm0imtzIfzy/ZjvDbOf9/732noRkdiP0oiDpcO85GHP8pt193GRvuTzD31VfquOIZIyRZpIKglceiQaIlSBqsFzqRk/MgBdvRsZ/3Oy1m3YxdTx4/S+Nr7mdwwQZQFESqaEi61e3mn/jx3O29lklHqQAtYx0neYr/CDrGXyAFHz7N+zWFaiSYMM522Q2McolDi+g22rD/AeAxx5FNrDkLcoDmjqcmAuhsxGvQhwykalTI2iSnQoJRkcagTCZ8aXei5ufYlaQmCgDAMueiii5Yd0kyhiFIO0nXoy2dQc2epd/VivACUYu2mwygV4zn9dPX1dGJDKYeIokmOHvs4jipSb5ygXh/ghkyJimN5oupTTRwCwEcypQR3uDG7v/OHyI2vgKe/w+YHPslNep77423MtAqE1RLSzzM0vIYbb7yRzZsXVWGtscvaaBee1B1PkXNTsuxjf3eSNVt7njNweC6RsRdzMX8pBM3GD869qPonP+4ItnTjby7+kyu13nTTTdx0000vylirAckqzoM1hpnPfwFTq+MMDXWcYpFyMRMCKwclQiC7ushccUXH/Ve1u3BCHVJTMYmXZiLGBhVdkeCXv27IN9uS8O0EjKehWIqo51LiopHgaIsbG2JPooSilbSIZIITxySl0or78tDEQ3z68U8zXh3HYrn8uOXnG2VaOdNuSe1Ic6WMCseSD6HYFBi/SEM3iNqdFUuJqTpJGetbu7fy8Vd+nEfOPMKnH/80J8onCOOwU+I5l3MihMDX46j4DIm7DiniZXwci8XIPJ4+jWydwFMegQoYr43z7m++O82GJJpKVMFiGcmNEDjp8Q2cAF/5HSfl/zT4q5SODpBbP4vbVSZpSayRWJ0+jUssbpDQmPJZ80AXRx/7KtW/38M1b30b63dezlC2TiV7lNN5cBMJriUrLS0Bu3iKnWYvT7OJxG5H2YNs4DhyYV9tqjlj7Gk8p584jjDWIqQkkQqlNEolFLrKbNv5KIlxaNTzjO/rooJFmYRWq04lBkfl+c4ZJxUgy54hHtzErFMkES4kaYeMMSY14rOWe+65h5tuumnZQj+4cTO9o2uYPvU0+d4+BoIM3VGDVjPE7amTC+aRib8sGFk4f8JArbofJbMYp4daYlDC0ucZXtEb8p25gInQQSAoWjjhOhyYP8qlj94JD30GWjU2Z3vY2LWfsy2fRjMi60iGb7gduWSOsNiy+3zaaJ8ty/FMImMXspiPbr3wp+oXI9PyfPBiBm7/nCCkeNFbe/8psRqQrOI8hPsPEJ04gepeFIGSmQzS8zBhuFiiWdQGT/+VEpHNElxyCZmdly5z/zWDgyRJjBMZik0IPcE917u85cGYTJRmJjJRSjMUEqxQCK3JNE1aOhEWYSyy/ZS9sPgkUQvXdVE9Peftx1177+Izez5DnMQIkda2zzjQkgmuhshdXlgRgKvToKieVdR1nZyXw0apPLyxhsQkne0X/ALvveq9SCG5bvQ6rh25lgNzB/iLg3/B4VOH00PDoudNwS/QG/SSmARdvZf5nl/Aqh5IqmBjEC5G5pE2JFu5G4XAlS69QS9f2veljuGgUYZSq4S1ljO10+zoKjDoZ2hZlxmyHSflswOzKOUyf2AtvZfXUI5Bt9JZCWVx/IQklkw+3od0HbK5LqaXOtEGs8RSkyhLjMYuRm+pF4q1bDQnSAhQnOi072Ih0GnwGnqWOC4hhIvX1pNRxDhBmGZssMTaxSaCfHaOLVfMcSgeoD6RIRMpkiRC+QFe/zocG6PjiKQ0Q7lvTdoR1Z6P67p0dXXhui7VanVR20PKNLM0u5/sZUUYj6nNnCUo9OK6HiKOkfEsUlmyub7lvcetKtQmiVWIlWAbTWJrgSIJgnoiyCnLFYWIiVABAg+oAPNoePQuaNWgayQN1IHRTJyyt6un4YFPwaZXLuuaudA22mY1YupkhfEDcxzfM029HF1wluNCF/ORLcUVv38uXoqyyQsJ3Fbxo4/VgGQV5yEplTr8j6VwBgaIJyZSUudCEKJUmjERApHL4fT00P+rv4KQsuOuO/2FL1JvtVClKkEMpwYFd1/vEQaCkVlDLbNgtGYXnOdTYpwElViMEiidEk9N+2nHWouwoKoNvEsuJdixfdlcH5p4iM/u+SxREnXUVBObcGQwZqIX1k/DnMMynXJrIR/C2KDgla/9RXaPXkN30E2lVeFP9/4p+2f2U9d1rE3LNwLBnXvvRArZ4a88PPEwD048yJAY6hjvIdJ+/UaclldyXo41ZgYx/z9oFN5MSw1gyQMaJx4jX/1buvQxXDfTkdFfajg405zBWMMWX/O6rphBt4Yr0iCuYjM8JoZ5MtKY/hw9o2sY31+iUR5h8IoZgu4I4VusETTnfCb39FGfyBF4Ctf1cXq9RSfaX7qZZiBJRBqMyCWWP1awGKDYtix5O4Gmaw46UWSCBKxGqASvK1n8cBvGpMGntBFNadBNSSYwbLykzP7xHFaAEoai10J4PggfN4A8kooxOFLS1dOLlHJZB0smk+loe4yJMe747ic4MX8UncQMXuRz6fFuemdrOE4e6WcZWLeeIDuNs1ROvVWF8hghksQBawXNJEtiHHx8YuVgVUxooOga+j3DTJT2HTlAt7FQPQuZnhWziGR6YOYInH1imQz80jbaZ3LXNcbyvbtPUJ4JadXjVJ/HlWSLHkrJ5yxZXOhiPjNeXWx9ewa8VGWTVf2Tf574sQlIPvaxj3HPPfewZ88ePM9jfn7+vM+cOnWKX/u1X+O+++4jk8nw9re/nU984hN43srqiqtYGQsqqzaKEMHiHUnmcrijo8STk6m+iJQdzojs6iK45JKOUusCci9/OcHVVyMefYzuVpMvH/5vfN07SILlyuMmbbl1aJdL0lKNtankeyJSMa9mRpKvti3tAUwqitYdSrzeYicAWoCxhk8//mmiJMKRTofYakyabfnqdZJf/bqht5ZmZmInzYzkQwg9+MYr8vzy6DXcsOaGZcfltgduwwpL0SuS9/IdzsYHv/NB+jP9zIVzzIazWGMZ8AdwlUtkIhwcHOUQm5iZ5gxZJ0uURFzXk+XfXbmDJyp1jtVmePT0fZQrjwGGwCuyqbiJ1214HV986osdw8F6XGcunGOLr3lbT0QgLHUraBhwhKFbNXiFd5J63EdPtoeua69nbN+T1CZy1CayBP0hTqDRoUNzxgdSRVarDXHUwvX9jhPtZDPH1IBPqmGyoGrSLkZZixUWRFqksYDVAtN0sFqiLTRigdsm9qfx60IZoZ01WijPBTGugDiT0IgFqr/JqStn2PDYAAXHptLucQO8tFMjERKkxMYRSoBzTjut4ziEYchj44/xuRN/SL0xTTExeFIS9mvu651i80SGN1bL7Lj27Wx7y7t4cu+vUKsfRMqhdA9rU7SMoiZdPKGxiUz1TgCLwk2yaFEjkZoACGTKMyoLy9ZIs93pgnC63d60QmnT8SGcP08G/rnaaOuVCBMbyjNNdGTSTJUQJNpSL7XI9wbkit6zliwufDHX+M8SkLyUZZMLCdxW9U9+/PBjE5BEUcTb3vY2rrvuOu64447z3k+ShDe96U0MDAxw//33Mzs7yy/+4i9ireXTn/70SzDjH18EO7Z3+B/C95fdFEU2i8xmcS++mL5/+28w5Qqquxunr49gx/ZlgUHnO1Lib1hP1+Agb7k44OHvfJCZcIb5jEUrULElcgXzubT11rECawwOkgSDig3VLkW9yyVb0/gNg1GCYOtWRt7zH5YFQJC6Bo9XxxGIZbyPBVGyfRsln3992k0zOpcGIlrBqYFUh+TsRVm6g8X6ubGGO/feSWxi1ubXdo5H4ASpomxtnLnWHEPZIYw1KKmITZyWdywUyoJs5BB6kplCyER9gqJX5F273sXlA5dx+UB7O5e96bwuoYcmHkIbjafSoHqmOQPW8BNdmkBY5k2aphAIYmuZ19CtNK/Ot7ikZxtjAyGO5xGHISAIZwIy/SFukCD6WzRnAhYyF6ZNWHZcl1a9Rrn8FI2cj9esEzntjIhdLMsgRNpSrCHRDqksSZuXI0BmkvTjYrHKdy6sEWl2RVg8BY5niQ0MFEN6RuoIo2BGgVlUmVRLMmkLc47jGGMWDQ+llNw7/rfUwzkGE4NQ6cI0MOtz2fE8Xt3lmIG5v/5b9h+YYOcbf5KmGiOKJnHwkbpJXeRQC9472mWBESTb8nkqCUBWSRCUDUxhyCUJt5SryKQOURVKdXAykB9Mhc0WoFsgz5eBF1Lwsp/ewLf+n0Pnues26zFJbHBcSZBzqTTDtM1WppF6klgalShVX32WksWFL+YOFo01lqmxynn8kOdTNhlY1/WickxW9U/+eeLHJiD50Ic+BMBdd9214vvf+MY32L9/P2NjY4yOjgLwB3/wB/zSL/0SH/vYxygUVq4jtlotWkvURCuVCpA+TZtzjcZeJBhjUsGaH9L4LwZ6f+VdnP3Qh4inp1HFIsLzsFFEUi4ju7rof997yV27XN/DwvnmbCzf391Du/nYjR/jU9//FMc4wkS/Yd2UZc4V2LyPyBeQpRomitJMiOszsyHL3dc5HNyg2Dhp2cwgP3nZz7LjFT+b2tqfs81Ss9TpiknLQAtPt4vB0oGNkoMbLBvOQqFpqWQEJ4fBCsEGr8C27m3oRHOwdJAnp57kSOkI3X53OkZH1NMyF86hUCmJ0xgUCkc4OMJhaMZjx/EuCnUHaSARlko+pnJ5N7e86T+we2j3eXPf3rOk9GSh6BdxpUucpKnnOIlZ70sGHWgY1Y4SFsmz1kLLOAz5hlMHv0GQuwg3yBJHMV1rGgxeNoNXbCGkwRpBa95j6ok+6mcLSKVo6pC4lXImcCO0BalGUNEcxokxS9cQLUhihQ5dXA+MFWkNBhDKpFwgKzFGtTnRbRUzuziIsbL9lG/AptLRvoBXrY2wQ1MQS0zVpX6ql6ialq98a3CMJpKKWCdUZ2fRWnfOiZSSQm+BI9EBurVBSheQdM16bNzfjdSS2DXUpaGoY6ZPHuOBL01z/c//Mk3x99Qr+9FKYQzEtW6kE+F6LaxNHadBpORd6+BIh8kITrVgm7a8s1xnd+Jg8oOpcqZupsFH+TQU16ZBibXQLMPQDhjctUgSb2N0azevevtWHvvGSebPNmg1Ul5Gsc+nMhsS5FxMkmZkhIQFZrYEEp2gI93Ochia1ei8a6xvTY7u4Qyzp+vkXLHCYh7TtyZH72iOg09M8cifn2b+bLPDD+kezvKyn9qASSwmMSjHYWkpbgHKEbQahrH9szz01aPML+GYLIyxZtv53K8LxZU/tZ5vf/kQ9XJrWeAWNjReoLjyp9anvxMXaCr3Ut2X5XMo7/7/CcI+l8rTjxjuuusu3vve955Xsrntttv42te+xhNPPNF5rVQq0dvby3333cdrXvOaFce7/fbbO8HOUhw+fJiurh9OdG2MoVwuUywWf6QvxvDQISpf/zv05CQ20Qjl4AwNUXj9TxNs23bB46y0v8YaTlVPMfnEd+m/93u4scXNFxCOg9UxSbWGcByKb3wD2RtvYLx2mlpcI+/mWdu19lmN505VTvGFJ79AQzeITYwjUoXU2FxYPfmVa1/J5QOX882T32SyMUkraRHGIY50yLpZfCcVzIt0RDkqo0TqpVPwClTiChLJxa11dB+qoBKwrsQoILE4GvKZArvf8FYGNmx67mNnDX+854+ZqE3gK5+5cI51nuWGXEjDdGikCEAZgRdLHCNx/ITy0TW4Yj1hrYYWE/TtmEU6BhOrVLVVgnQTjJbMHuqnEgbERuNGEPuWbLdl/ZZpbCKxJrWwdwMHT4Fo1dAGWri0pjbjDxxHqgQTCzAC4Vmknyqvah1gEokQCUImuN5iq7O1Im1JPgdtMV5MpJDSYq1HY2wjca0AWKrNFs1CH2aJ8246XjqW8hRHug6imETKNGBcc7SA13RIXIMFEix9xhJkB2i2NMWBQa5729sJpx5m6vGvsi/ciIx8/FyF4tAJhExSl2K7BsFppJPgeBlUcCUFOcDao99C1mcWeSM6hFq7bAOgfMj2QlQHNwO73wXDO5/x3FtjKc80iUONGzhETc2T943jZ512NqSVxiILmQYLxlgyBQ8pBDpOuOoNG+kezJ437qn9sxz5/hQmMXgZB6UkJrFErQTHk+x61RqstRz4/kla8wLPT7Mqnc+4ks1X9HP00SkcV61Y/km0IQpTTRJjLJ7vnDfGrlevof8H6AqZGa9y7LEpaqVW6mgsId/jc9HLBp/3uC/VfXl4ePifbFs/6vixyZA8F86ePcvQ0NCy13p6evA8j7Nnzz7j9z7wgQ9w6623dn6uVCqsW7eOgYGBZ8yq/KBYaFEcGBj4kQ5IGBzE3nAD4YGDJKUSqqeHYPslWAEHSwc7pYVLei551gDhmfZ3eGgYtlxDfe0jzH7xDqJDh5Y5B/e965ZOFmaYkQuedv9AP/KE5OTcSZq6mWZJpEQn+jll3x3h8HODP8d/OfBfOl0tdVNnWk+n310iG7K0pVcJxbrsOqaiKaI4YtfTXTQmTtPwdWrgJxTaxATKx52vceib97DjP92+YonrXNx0+U189OGPUo7K1HWdprS8XNZBgLYSRzo4WhCEgAXlCZQyCNNg5uRR6tMum98whuOExI0FJm/qfptoi5vV5Nf5nPj2KH7s0Gqvb+HJhIGh02SLLaKmQiSCREPN13QTpU6yM3kaR3vRx2fI7ZxH5SPEAmVLWHQSgHGQYuGJXiNluKKEzVJoC0qCQhLVfJxsQjAwRvXYlYT1Gm4mi+zup1ypLvveggx7rVZD1V2e7j1CICXZikf/yT4aymJVWrwzQFEbkkKMkDlmDx9ANhts3Pkv8L/3lzw4FeLJJlHNoJsZimuO4PpNrNUIcYxW3MPFF7+PLVtugjN74JHfT3kuUXlxQqoG1anUjwYDrf40M3LDu9MOm+fA0JK1avpUhaQyRdxS6bGft+g4Qao0y2FNGpD5eDSbCX1rurh4x4ZlpZHTh0qdzEvcUugYGhgcV+D6iu7hLl72UxsYvbibuz+7h1ZD4Jk8IpRtDhF41lKfiji7t0Xe72Z2ok6uuFwdNW5pGtUEbBqs5Lp9RCjOG+PYA1W2/9rmF1y+GRwcZPsVm5kZrxLWNEHeoX/tCysH/djcl/8Z4yUNSJ4pO7EU3/ve97j66qsvaLyV5H6ttc8qA+z7/ooS8VLKH+pFKdqOqj8qF741hnD/gcXAY4EPIiW5XYtPcc+kDnrLrlvOk2hfimfb367rriN/7bUrb/8cLBM5W0GN1VjDodIhrhm9huOV453MyILx3nMFJBd1X8Q/jP0DtbjGYHaQhm4w05zpKLA+4/GzlsQk9GX6aM3OkGkK5ty2wZ21aBMhhaQ/049nHOYmTjNz6mkGNm1+TnXZl4++nN+67rf44lNf5LHJxzjZiplKYNQ1NKyDFAK/ZcBalG/wsxoLdG87QXGLJGoo/EKMDp12a+5SXRSJjgTZQkhPIWZOO6hI4DUMrUBw/EAX23eHeNkYHSlsnHY+NbKCILZE+wOiRGLPKqLJIZzeFtJtEZoC2atr5PJlIEF5EUIaWNKq+2wQgALwLF4AOhI4mTLGmaDQfxFrXvZyvnf0BIV87n+z9+ZRcp313efneZ671K2l91WtXbKszcjYsWVjOTaLMQxKSJjwhiwEHHDmDRNOCENOJucwbC+cQ8JMAvO+TEiAOEzAIQMhEEQCxIAdZLBs7HiTF1mWJbXU+1Zd212fZ/64VdW71C3bJEB/fXx8urvq1uq63/r9vguaNJU1SRKSJKFcLqGEoECBWLejmcAKXURiMCrGaEgEZLQhk8RQPIdleQQ6h1+aRVoW/TffTsudX2YiLpAXARS7qBU7cL1pnJZupmpbaGk7wM6dh9P3dG0KdABW24LnFycHndsgLENlAn7+3XDN7RctyFsOPZtbae/LpbqJVkW2xaU05aNjg5SphsSyJUEtwclYXH3rVpQ1pxE599QU99x5oumIyeQcklhTLYVYluTq12xl340DCCkYOzPLzEiNTLeN8Bt7ocZ7RpDJ2syM+lz9mi2UJgepFCMyWYsk0VSLIXGkGypoLBuiQONkrKXHGKkxeb7y/Ky5Enq3vjBJpP/ZPpd/1vAfSkh+7/d+jze96U0XvMzWrVtXday+vj6OHTu24HfT09NEUbRkcrKOhVgQET9vQrHYMXNs+Bgf+uGHmpOD+emgH/rhh3jf9e+7ICm5EISUePuXpqw2oI3mSye+xD+c+AfGqmMIBJay2NqylVdteRUb8xs5Vz7HXWfu4vTsaWIdk5gEgcCzPFzlIhDN4DA9r1hNIJBC0uK0cGXvlXz79LdpdVO9wkRtoqlD0Vx4tzzhT7ClZQudSiARxMI07cwZK0OX10XOzmG0JqiU+ffT9/OVk3+6KnJ3sP8g1/Rdw5dOfIm/fOQv+WG1xOtby+RlQhgbRAwqo8lkUy1FVHWIA4WUmkxriHI0JA5aWOg4QVqK1u5eYmUYmhkkb8HYtZLhmstl9wTEjiA2ETNjWZ56oJtte4t4hRBpG0wiqI15DD7agT6fxe6TlEOXvBVhxhVRkqXodTJ9djO79vwQO1Orv4aN9Ur6mOYKdlOJqpRzJ3J7nh3bylQwFTvNolE+Y6dPMTQ+QbVnUzqjsmwQEiVIxa/GkCBQSHqr3TzbMoltBakrSAtiyyANdCUaQRqqdjbfSdFt4bnZQXhM8aOvfYfauE/UWmBKeFhRRN7SRPQh3QE0cOjQjXMnrmxnKlKNA5rWogVvcAVOHjZde0lkBJYXvObbXKqzIUmkEQJsV9E1kF+SAWK04aFvniGs+uRyGiE0SA/LURQ6MlSKIaceHmffjQPAnBNHKrEshW84cVq6vGZs/MS5Mn4lApPakJ2MolaOiCNNecon35FZQErWrbnrWIz/UELS1dVFV1fXC3Ks66+/no985CMMDw/T35+O97/97W/jui5XX331C3IbP41YHBHfEK8GJ04w/P730//BD5K77jq00Xz2sc8uyMOApemg1/Rdc8H1zXxcbNrRwLHhY/zZj/6Mp6efRhuNFBJXuWTI8ODogzww8gCucgmSIB25et10eV2ESciMP4MjHd60+01ct+E69nTs4djwMT7x4Cd4bvY5EpOghEqFqQK+ceoblKMytahG1s7ix3697u4iExIMfuxTjarYGYkRAldYtGXbydk5MpbX/I4ZRxGxSPibU19gpDBH7sphmeOTx3nv0ffyoRs+tKThVxi42b6a1q63842Rb/PN8kmu9abV7uXAAAAgAElEQVToJcHJguWm6bNBkCPWNth1TUUgUI6PcgOMdpBW6mJCCBITg9IkUlDMO9hFg9CQqFQMKOwcM8U2Hru3l9bMBFkBSc1itqgQWuFoiUIQGYtiKFFCo40gUTGlqW7CwMNyQuYmI7IeW2PmtCNGL0pHXfQ+ESBzETqUhGWd3vcwSGP/ldWw22CkbrpvGkfaMzuA8p7kuZaQTbmIQtlBiYguo8kZeKb/Mr67/5WMtvaCUny7qikMn+VlQcIe18FJQqalTShtZrSLZxcY6Oji4MGDC5Jg6TsAXZfB6HGwMgttvsZAbRp69oI2cPKulMD0HUjty2tIOV3cG6MTg1snJtuv7Gbjno5lrz9+3z1Mn5ohYyqIOEyfZcuFfC/CLSxx5TScODrRS14PWGir7dnSwoadbXzl/3yQJNZkWxwsRxFHul64l+p2q7PhAkKybs194aG1ZmRkZEGP04s57dm6dStnzpxZ8vt3vOMdfPKTn1zz8X5iNCRnz55lamqKs2fPkiQJDz/8MAA7d+4kn8/z6le/mr179/LmN7+Zj33sY0xNTfGe97yH22+//UXTgvykY9mIeEBkMgjXJR4bY+KvPk322mt5cvpJnpt9rpmHMR9CiGY66HIlcMthtaufY8PH+OAPPshINdUBOdLBCIOf+FTjajrdQOLHfvqYjGGyNomjHHJ2jt5cL2PVMY4NH+O2/belfTRCUnALeJZHLa7hJz4SSbfbjeu4lKMy1aRKNamu6nlsTE+00Uz5UwSFHORtOiYLtGc6l7oYyiWmcj4j+UpzLTRYGiRIAow2lMMyf3jPH/Kxmz7WJCVnH3+E+7/6JaaGzpMkMVcoC6f7GnpuvoqWvM/po1+lc/dp4thGJxainn1hhCAhg05CpNIYmXBGbmfWZOmLbTbZw2SVYVK7TJgsWVenDhuVx2rrRVjZNPTOGMrBJsKJEVR1FktAIy2tkURiaGhaDB2ihOsNY7khfiUPwqCkJjGKRNsoFeG6FaTULOWgDaXBHLlouElq4zbKthFxhIxDtGU3r6N1ajVJ5rmpKrqVa0Zu4tes+6n1T3HmZBf4CscyPNO/gy9f91/wbZdsUKXdBBQTl+F8B0euvRXn0X/j8tIErfkpEiemVIzJhTu4+eablwoRpYRDfwBH3gWl4VTYarnpxKQ2nYau+DPw/70ZdJROU7ou49ymd/HQo61rSjldc2/MqXvw7/4UOvlVlKVBWvUEOx+Kg9C6CWXnF0wrujcVaOvLMludwVm09l7OVjtxvkylGJJrdZtWYsuWKEsSR0mzATgOEyxHrVtzXwScOnWKo0ePMjEx0bTAd3V1LelLeiHxwAMPpGWpdTz++OPccsstvPGNb7yk4/3EEJL3ve99fO5zn2v+/NKXpumG3/ve97j55ptRSvGNb3yDd7zjHdxwww0LgtHWsTyWi4hvQAiBam1tFtfNtM8syMNYDEc5zIazzPhLA+sWY7Wrn8ZUptHbooRKI+CbCWn1BA6RprBaIrVhNgLIcnZuCVkqh+UFt12La6nMQxgmahO0u+2s1XiWplII8naeN1z2Bvqz/XR3Zjk78c+UpybJ5AtYtk0cRfjlEjiK45eVac2kXTnD5eF0UiMVUqVNwqWwxPvufR8fPvRh+icz/OunP0lYq5IpFPAsmziOqA2PM/zV77P3bf+Vx+UxOjmN1vP+lzb1lZEQhIHHs9ltfD33BoYYIDYWjtFsCEd4hfgqT5XPYmyodkj8zgLS3YyQEqNj0BohJNrNEvRvxR0+jaqW0MJgibreQxiSpp3XYAtNWzSIFAmxcepprgv1I6K+AktzSOatchZ/Jxdz//U6ffwZByEkdnmWIJOb9zosJCMSjUEwaVqpRTdw2HuY/X3Pcv/kRiYCj3/dfwu+7dJemyFvhSTaRkQx+ahIOdfC9y67nKvDfyTbFiAUdCWCYPYko+euoq/vl5e+EbbfBIc/Dkf/PE1h9WdS4tGyAcqjMDu0gKicey7m7gdGCW1NpiW7ppTTlTpqlkBrOPrnZHQJKQ0JNhZx+mQLmZKj8ihJwVswrRBScNWrt3D0G7NUxkIyWXuJrfaqW+cEs8uFrQkhyLY6lKb81HprIEk0hCx7jHVcOk6dOsWRI0cIggDP87AsiziOGR0d5ciRI0u6nV4odHd3L/j5ox/9KDt27OCmm266pOP9xBCSv/mbv1kxg6SBzZs3c+TIkR/PHfopwEoR8Q0Ix8EUiyTT07T1t2NJizAJm2Vu89FIRZ0fKNaANpqzs2c5GZ+kLdPGZx79zKpWP09OpVMZz/IoR+XmZeeHnGn0giI7ACXT4j0/9slYmSZZmqpN8bdP/G3ztoMkSJNUlYUwgtjETPgTFxW+Lkbj8gbDvzz3L2ij2aF2kL8yYv+pDqKJEkGljFQW3Zu3kj20h7Gxz9ClWhksDZKYBFvOja0VCo2mFBb53IMf4udPtiEyFfLeZkR9nGA7czHv3//aV4jb2jBGIkWCNmpBEpkAnlD7+YJ4MzU88pSwRUyCy6DYzBftd9Mdf5n89LO4GZegox+vqhBxPZ9HCIQ2oCOMbRN29eMMzqKEIdsZ4HX56MinMpYBJOc7BxjOO3SISTrjYaSI0cau0zaDTYTtVNPkXSMIwwy27SPUys+7MSAtg8gkhJaDsWxkFCCSuN51JOuPmXQaU6c1CSBlSEU7HA1285u542zKPcnd9j4qne30xtPknRqhtiiHqm5DhmxSYbqjk9Gwh43VQaS0kQqcliqTxa8xPd1HZ+cNS+/o9ptg641pJHx1MiUg3/lvKRmpd9oAGMvjofLrCbVDjlGEswMQL0zKqdZzt1+ZgPETdLcWaC9OMlHrISdKc8RQKEwU4Jd8uja3LZhWDFzezhWVAZ69t8TMSI2gmlp4uwZySyY4K4WtORkr1ajMBCSRJqzGWI5a9hjruDRorTl69ChBEFAoFJqfk7ZtY1nWkm6nFwthGPL5z3+ed7/73Rc0klwIPzGEZB0vPFaKiG/AhCGiXly3p2MP21q2cWL6RCoQXTTCLQZFdrXvYk/Hwk6ZY8PH+OtH/xpd1jybPIs2mlJYotPrvOjqZ8ZPpzJ5O5/aGuuntPnTkfnkYX6RnTaauJ7u2SBLM8HMgrVTrOM0jKveNyMQJDpZlYB1OQgEOTuHK11c7fKwd5ITB7K8e9PtbLc3Iicm6XCznFXT2CjKYZkgCVByYVpmYhJ2uBGvaqnRJ6fwdkpadkji6jn8M7sJp7uaz1cmX2B6cpKavZko6sRxxgmDRvpqCg18y30NNeHRrqcQIrVB2xI8YTEcKBz3NRx85h60SVCxInQi7FAgknoHHvXzfRJjHJeuKyr07hzH8jRaFOjcN8wjtZdwRL6BsUwvRkksHbPBOscvmn9kV+VpNIq8FeBaAVWZUgYdC0TNoGOFzMcLngdjBKZRmiNS0WayoZtaZsfcFEXUk2GTAG25SDSKVNQaI0lEwqwVo7SkYlq4yxngltoZZtzNxNLFMRVAUInm6xgErutTEq1MB+0MJOfqYVkKHTkoN+LMmU/T0XF9kyAugJRz/TRD/55OSxZ12ozX+pn2O8moGiIJU1uwnZ17XS+1HO7UPXMTGh2BTiCYRVguV/Ue5e7Bw1TiAhlVQ4mExNj4SQYnq5edVnRtLLDnf93O5PnKBddDF0pOtV2F5So6N+S45vA2vIJzyUmtP+5W4Z8EjIyMMDExged5y36mzu92aoSGvhj46le/yszMDG9961sv+RjrhORnGBeKiDfGkBSLuLt2pRZcIXnbFW/jQz/8EGPVsQWrlmJQJGfneNsVb1sgSm2sZqpRlf32Xq6YzKGnZzgrQ85tGG/qPOZj/uqnLdOGJa2mO6YhMG2ci5qTiXrZnTZp0mLasQKWtBaQpTa3bcHayZIWiHTKIpHNVc2lkJGMzLCxkMbKCyNwlEOP18NobZQf3H8nOx8qED73HMNRhGPbvLulxpcOJgwPGKSae84SnbDNCdKeGglhIFFVC2FrrPwshT0PU3ryyiYpsWwbUa4ghWRy8lr6N3yHjBcSxy5aKyBi2OljRPaTN6VUcyPTqG+tQxI9QiZpZSaTR27YRWFyiFq5ho1NW08bYVxjxp8hNBGZKrS3jrFt13Fy+WkEoLWEWPOE3MMXu99KDY9M2ceqxmilGLS2cIfzO7yVv2JX9UmSRBM66fNutCAJHIS0MVLQ6MyZexOKRl59feAjCEUhfZ2Uak5FDGDq3/yEmCMjBkOsfCxjMEKTaMk/yCsYKd7GYLSVOPaYMv24SZXYVOpZKQJhabRSKJNQMGUgbZbWSRqEZtsFKtWnKJWO09JyxYXfGNXJlBhYC6MF/DiLNgqlUrv2/Gh8uEQHyql7Ug1LUJ5bDflFqE5BcZCNbYKbN8FDo4eY9jsJjEKKmC53iKt+YeB5rYcuFHnvV2Ncz+K6X9rxvCYi/xGtwj8JqFaraK2xrOVP541up2p1dZq4S8VnP/tZXvva1z4v0rNOSH6GIaSk63duZ/j97yceG1saEZ/LLSiuO9h/kPdd/76mGHU2nMWSFrvady0Ro8535RwcynHo5DSdDw2iophQJgx1Jnzz0AiVl2xfQITmr37mT2U6M50MV4aJTYxCLQwlk4r2TDvT/jSxSbs3GmulsepYkyzlnfyCtVNjTeTHPoh0MrGm56/xjxD05/uX/XZy1aDNz3/lCSrkcdu7ms/vprEqv3WkSu1WwZPbRbqmMZrYhLyyEJGRMJsIlICMEJhYESYCNxuS2/YM4XQnIIijCMdovLZWJiclSr2a9o5jOM4UigRjBCXRQoxNQYZYcm49lySpf8izKvgmR82y6cnk8Cs+xhjK5TIdHR0Ucm34iY/TeZJNGx/GzVTS11jXv/QrwTetX8QXGTqYwHiSJLRROqZQLjGbL/BPvIH32B8hkpLIgEoS4poFiZWesJd57oXUqcVGNO6vTRy4YDn1+h0zr7guvVCCwmDQIiFRPkZEgEBKF5XYbBl5FVNxK1uKM/SV2hlqy6IqFo2GGiUMWhoqIs9APMjmuOEgMAghybW1o4WNMRFRNH3xN8liO3BUBZ2QYQopEhItsYRIhabzsGYHitaY7/8547Md+M6VZKIa3dYwwmuHyiREFSiPsrEjz0D+NOO1fvzIIxOeTacM1//u6m7nAljsALrQimet+I9qFf5JQDabTYMf43hB63UDcRw3AwNfLJw5c4a77rqLr3zlK8/rOOuE5Gccueuuo/+DH5zLISkWEbaNu2vXkhwSmMvDuJhdt6H/uGrQ5vDXhmCjR+hKtGeThIbNY5o3H6nydXeKod1pwdji1Y+cN5WpRBW6vC6KQZEgmeseUkLR5XXR6raihGKiNoFGY0mLalxdQJa00UvWTl1eF0PlIUIdslpI0nRUz/ZwpEOQBM04+fkQ2vDye6ZxA0O8oRWkIUmqKEuR6R+ga/gcbzhW48NbEuJ6BsdG29Brm2YsvFYCo0DGYIQkCgxOtoRVKBLNtuKXS3Rv3spVr7qFI9/4BmNjHYxNv4bYOoUUVVwZ4W0rIYmJUFh1+7Ixpl58J0kEKBOTTSJs28a2baIoIo7j5odcRrn0bziOZde/sZvUOGIMjJleRthAnlK6PrE0OqNJfEWiBU7F55yziWP3H2RTcJq4pui7dgyvMyQJQpStUd7yZFBIg04kiVZUyu2Uq11pacs84bEwhnolDmCoqjLIJP05zcfHim3aMjVa2kaomGGS6X5ueXacLx7YSClr49Qs7CTBWIJqJkfOlHlt7Z8Qpj4tE4J8eweO51GrRUhpY9ur6GFp2IGH/h2SGJIAMHSbQdrly5mINpHLCMS87JJLcaCc++GPeOiRW5iO+tDGQoqE9swkV/UeZWNLGaZPp2TIn0FkWumxT0E8DS0FuPF9l5yNshhrdgCtAv+RrcI/Cejr66Orq4vR0VEsy1oy6a7VavT29r6oEfV33HEHPT09vO51r3tex1knJOsgd911ZK+9dlVJqZBqLi5m7Z3xZ0jiiJffU8b1E6ZzCmULhAHj2kypgPay4cbvTfDFy9oITLTs6mfxVMazPDzLo+AU2N66nbHqGOO1cSZqEyihuLz9cq7ovoKtLVu5ovsK9nXuax5LLrN28iyPVrc1bdFlqS5lOWg0rnLZ27GXV255JZ957DPLin37hmt0jgVUsoJKbZxYx00djKtculpa2F22uGrG4qmeCEc5FJhACYi1QdSJT5gRuBWD1Gm4mHANRlQoT8U4XpZrf+mNbN6xg8OHD/ON73yDobEh0O0I2UFL9yB71LN0mfOMsAVbl7CkbD5Cg6Ai8vTERfqCdKRbKBSYnp7GGEMYhliWhWWdx7ImMcZBinDuGTJQI0uMRZZ0GgEGmUkIq3X7Z5IQSEUxbKPzfLqiG3+kh4FDQygvRjlpJklz2EFDP9LIK9HEcZbBwX0pC5rnwzGk51INOMQEWNg6QyJ8jFIIYdGVnWDzxifJu1WE0GnhX7kL94n93Pr9Fu694gCTrR0ErkLphL7JYX7Z/jL7s4+ShAqNxHZsvEIr2hiSpEJLYTuFwsXt7UgJO14Bp7+f6jmUBVgIkXBV9kvcPfu7VHQXmVBf0MVyIZx7aoq7v14iDDaQsXyU8EmMYqLWw92Dh7l5E2xs01A8l/boxH46tendl1qVt885IuZrNNycwjhrrzpbtQNolVhLq/ALebs/KZBScujQIY4cOUKpVFrgsqnVariuy6FDh140QavWmjvuuIO3vOUtK66NVot1QrIO4OJJqWtFW6aNraOGzrGAai6tbm9ACYlRNpVMTM9EROa5EaY3esuufmDhVOa+ofv4ztnvMFYd49GJR7GERU+2h13tuzgxfYLx6jj/euZfV8w1WW7tlOjU5dKR6cBVLpGOmA1nqUW1JYmujnRQQpGzc9y2/zYO9h/kO2e+s2DqYowh0AHuTAkRJ4QeCB01bcvGpDkqw3HAhjjLO7bdxl9593Ni+gRlDYkBW0gQdqqNsSHIge0bLGPQiSAoGbo2b6X3Fdcw2F6mNHmcy7dezmObH2PIHqLb6kbbmmJ+mt0CbjVH+CK/zSQF2kyAZWJCbCoii2d8biqeQtY/DhzHoVAoUC6X61HsZVpbS1gWKJXFJCWa7loBnqhiERNj49RJiVQC5UASQaLSE73nV0BItFDMTrcQP+AxcOAsOa/alCNr3UhznRecJgQT41soTffU30aN/NsUDatvWL//AoHSqeOnvW2UXdvvR1kxutpGogVSxjiFYVquPM/lRzey6ZvPMNzRTcVReH6J/okhereWMNdLVDZBBIasqJD4k0QiRsputmy5bXlB62JoDc9+N01p1XG6uiEGBBsLz3Gz87c85P8q00H+wiuO+c6ZRaFqD33rDGEkyaliep+ExBIxOVGiEhd4aPQQA5ufQuR64JX/B+S6FhyjgaUaDWjbJrjqRodNezov/lhfQMwnRjNj1SWW4vlYT3yF7du3c/jw4WYOie/7SCnp7e19UXNIAO666y7Onj3Lb//2bz/vY60TknW8KNjTsYcd9CCTCWK18FtNI0bLymTpqNn83tY3k7vx0IpJrZBON8phma8885Ul+SVnimd4cvJJsnY27Yq5SKT94rXTlD/FJx76RD1RNZ1ytDqtnC6dJoiDVPCKoT/fT4uTfgMbq45xx+N3cLD/4IKpi6McZoNZjDAETBIpg4qAjGw+NiEEQkhEEFKixvbNnXxk028wWJ3io498gcnkOP22pmrmnjdtC8oqokMKWtzLcV7/6/z9zL/w3ND/ID6XBst1e92cL5+nra2NqpVOO3yTpWhcDohHScxnuYtfZMpsQossQkRsMoPcGnyf1uJVc6+PMcRxzJYtW3jlK19JrVZDyEGGh39EZbqCsCVSzhG1HkbpY4izbKGdqWZWTOOl9DNZuqfG6JueJMy247d3ox2XCoLwfDe7244RxTZomQpxhcCyA2w7SBuChaGv7xkKhUkGB/dTnOmlEco/P1VNYtCkK5xIaYodw+ze+jDCCajEHp62AY3RNlFZYmUjeg5McHa0h4GpqdRhZYokwNiZAtoIuq+cItsegEhI/AnyXQcpFH6D9vZ5KborkAUg/f3EM5DvTRNc41pKTKQFlsfGeIqB4P9i/KY78L3ty684Fjtn6qFqHPoDxtVL0+lBIYMouen0o/k+g4yqMe13Ml7M07O5H674L8uuZ5bXaCTMTta4586nufk3djcJ0ovtdFlMjIwxhLUYaQm8/NKIgvXE1xTbt29n69atP9akVoBXv/rVa85uWgnrhGQdC7Biyd4aIYXk1Qd+hejO/wZRVHeygDGaxCRIIem2WrFdwxU7D+FdZAW0UnS9q1xik/bWxDpuEoqLRdrPXztpo/n6s19fMOUIdECsY2xpk5ikudppYL49uTF1acTbYwAbRgZchjtjNo8ZpqwILIFqnCyMIbMhYebWkOPlj2I9JRDC5h3dnXxnspV2PU1WhvjGJsYgdEKLMnhuF/T/In/26GeXELPTxdNU4kpKrHDpElUyIua5uJ2CHfJSHmNn/Di17DWEso2MGaLHP8Pg2UNEcYxlWQS1KjU/wHUcDt1wAwMDabeJMdsZH+kH+Rg6spHWnI5HYDhsvspfi99hmg7y1LCJiYRDJefhRCHXPXKU0M1S6xnASAVxBFISxzkSbWGMQpv048iSIY7tp35jU8+B1Ta53DSXXXaMZ545SLHYB/OC4mU9kcYSmrzymdQu3VFIXpWpJYJYBCQyRiVWPavFkPg2bluNTEeF6mQrtkpodWL8RBIlgquzFrtn2ymHEZGpYfsBub3vZNzaOPfGvABZYPtNC102QjStvU1YLsKfoaetCDuXmUIs55yJgzSi/si78Pf9OTqx0hK9fG+avKqjtDtHCBQRgXbxZTcc+t1lyciFNBp2zqI0nfDQt86wYWcbT9w7xPGjQ1Rm0tdfWfIFdbosR4ziKCGoxlSmA6QSuN4c8VhPfF0IKeWLau19sbFeabiOJir33cfZt9/OuXe+k6E//mPOvfOdnH377VTuu++SjvdzP/9GCjt30+JLjE5zQbTRZFSGDdl+nEqIs20bmb17Lnqshkh2cXS9n/iEOkRJRajDZoQ8LM01WQkNbUnOzjFWHcOPfaIkSicFOm4KZ+fDUQ6xjpvJtFf3Xo2UacdOt9ed/pvr5Z+ut6g5AqXamMl1UM62oEKN1+Xj/0pEvEGjcXCcbpTKouJhXt4iOSu2MhY7WETkREzOUrTm93Jg35/yuVP3NYlZxsoghSRjZdJsF2PYzjl+2X2CW91nuNk5xZX2CKGRlLWFJzU7ose4IjjGSyzYtul/J5e9ilqlwsTIMLNTU+jZaayzJ3no7+7g7OOP1J9LSYt9GB0ppDQYvfCjYy/HuS35NAPJID4uRdFBZOfomhrllnu+xsbBZwjae1IyksRgu2C7lKud1KotWFbad4MA203JiDEChEFrRawzJLoFy47ZtPn4vFtOHTZp+ogkMZIg9mhB0y4tlBCEWqN1TOLWUEo1c2yMlqnm1UtXllk1i5CCjAVSQNYxSCFoCRw6gwItlQRRm+esaZCF0eNpq2++N/1vnSxw6p6FLpvlEAfp37PLkJF6yipBOQ1Vs710+mF76c9BmczTX2gGkuEWoHVTOokxGnRMomU6Pbj5vy7QiszHBTUapBqN8cEyX/zw/fzb3z9TL9GLicN0StZwupx7amr5x7hK6Fhz31efpVYOcbMWypYIKbBdi3xHKhovTwXEYYLRhjhMqBTD9cTXnyKsT0jWAay+ZG8tEFKy/Z3vYej9H4AoQ8buwrIdHK3Q00ttxRdCIyRtcXR9ohOMMVjCak5J5mO1kfaLtSV+7GMwuJZLT7ZnSV7KfHvyseFjfOKhT/DE5BMIBFN6iqIpEqqQsd5evnnrZbQEOaSRSKPJVUrsuPZeTEvCjJAUrCxCSJTKIGUvhKO8oqsXe+OfMjP7GDlp2NF5gJbCfp5YgZgB7HAifqXXp99OGgsNEiSxNmRFhA413g+ydI54yFmNMzGFu+1fOHjrK/nu6FnsKCKTcclKQWLB+NnT/OunP8mr3va7ZPIFgokOzj+8h469Q3iFGSyROpOMTknADn2a/836Uwb1LjLdbydT0Zz/578FnZBksmg3kwo7bXdeSJhgcHA/l112DMepoROFlElT0GqMIAo9hFBobUgSj7ZWn/7+mOHhuW/KQgikSRBoYizQimyYI6cVOQRWkuBZAWGnR2VaE8YCpMZoAYlLoU3hVAIwklgLpADPnjeGXkwcFpOFxuOxvZQQlIbTv//Gl9OJycjj4LWl9ub6ugZIe25696VrnsVorHsWharVHzB47XTXfkh7+5uZmDBpIJlbADcPUQ2TxPgVSdemNrqvu7L+Wi1dtywX+z4fSawJKhFBNSKNgEnvSxwlJCVNvt0lDJLn5XQ599QU9331WcbOlEDA7ISPsiTZVgcnY+F6NrrNUCuF+NUYAS+YpXgd/3mwTkjWsaaSvbWub3LXXUffB95P7Z++Tub8MJTLmAvYildqAG6EpC12syiZCkUTkmYY2nxcKNJ+MeZrS6ZqU/zFI3/BUHmIrLVwzD7fnjwbzPLh+z7MdDCNMKJ5+2ESImYEByYOIJViKhdixSEODrJHoLuhaixsy+W82MZsnKVFVNkuR7CsNqrV53iJK7lix28uuO2ViNkGOcuNzllyIrXPxnXHikKTlYaqL2iJNc7mgOzDG5GOi8mG+CdOcGxmGN1aIN83QCIkIQZXSvIdDsWxUY584k+xHJeaskgGOqkMFnDtEDtTpaN7CMuykdIgZIxfacVMbGb26ZMwM47rZYjDEKc7wOkYIY691Lo7D8WZPp555iCbNj2eBq6JtFxPa0UYemhtY1npJCRJDNr43HTTVXzpS0+QJAlKKQQGkaTf2GU9qbVY6iQb2ARegEgcoijGkSFOXytTQyWEXSYqtZKxesESmMAlQEFqTlcAACAASURBVFFWWTpzId35SuMFnyMOvS+BiQkYffSiZIGJZ2D0sdRlc/Y+qE2SRgJLUDYoJyU4h/5gedvtCqFqTdTXPVf9XMjd38stDCQzLr6vcHKKq16TTg9WChbbfmX3srHvkGq9qqWw6bJWSjZlO1KATgy12Yhcm7PA6bIWnUljTeOXU4Ir5RzhKU35FDoyOBmLTM4miTU/99ottPVk15NafwqxTkjWsaaSvUtx4uQOHqR7yxZafv3XMTMzK2pTLtQAfE3fNctG12dUBkc61OIanuUtICsXirRfCfO1JY5yLphMe9v+27jj8TvSjJRMF4PxIEYYVP2fnTM7UVrhSx8jDIkDRoHJVpBCc1JfyffU6xnxe4nrGSEDcoL/2f43dpv7lw3eWp6YGa60h3FF+s1Rm3TFYjAkJg37KkiDrEqSPog2aWrjEHo2vtvJZN5Bbs+h80WiOEO11I5tDIVakcj3MTqhZXNA974R3Gwp1WBoSa3WyunnrsR1+zmrdlEyBVpEF5tIqFVnKNdCtu40tO0cQmZLaaaKkdSqLXVx6lwuQnGmj+JML909z7F9x4MkiUUcO6ShZvMcWkqTJFAupz+nAuG0jbj+m7nXH8nJMwfo2PEYyoqIIw9VLJHNx2RawS/ZTDzeiwlDQtdjumsvYV17EVkJn5/ewKHMSbYnJ9N1yHzisAqygD8Dp+6Gh/7f+uUEJGG6Ton8lOhc/dYVVylLQtUWoz612bi7k5s3bLlgINmFgsWK4zW8gkN5JlgS+57EmiRKLclGL+ReQgikTC+DScmJX47WlKg6X7/itThEoQ91QXSD8FSLIbarSOL0fvRtb/2ZtPf+LGCdkKxjTSV7lwohJd6+vSsqvlfTALxSdL0lLJRQWNLCj/0LRtqvNIFZDhdLps07+eb6ZH7qq5KKXJwjF+UIZVreF5u4eftBZPOE2M8X3bcQmHQyYpMQoTid9PL/6F/gdllBhW0Ek7N0OBZX5D2kEMt2CnWJKq0iIDQSWyQIIXGUgzapnwmjQcVIpUik4bFswIRSaXbHTsOmq8fwsiWk1E3CcG5wHxOTXdhtXbS3DtH10tNgJ8SxS5w4SKnJ5maId5V4MP6fuN/uIpYKS0BX5HOteJZt9kk6dj2FtGJ0aBPFFkKl12uKU2fmhzUJxse20dt7imxubsVmtCE2CUoJbDugWm2nUulsBrhprZnjLKYun06zSQanthCh6Bp4GscrgyxTrdZoadlFX+vrKT/6FMOlSWZUBiMkljDkVYgkZjTMciTay+G+TrbfcntKHHTdXbQasiAsePJIutZp25KezetJrQiZxro/+124/veWn5A0QtVGj6droPlsYP7Upu8AGzfIFQPJVhMs5mYNjqsWxb4nRCZtBs4UbGqz0YKsmPpLBhriKHW6zE7UePiuwVUnqs7Xr1iOQtmSONSoOtFsEJ44TAhqybp49acc64RkHWsq2XsxsJKDZrFT5lO3fGpZgrCvax8v2/AyfjD0gwtG2l9oArM4+6SBCyXT3nv+3gXrky6vi+HycCqE1Qpp0nI3Ywy2tOn0OrGljZKb+JrsxxcunRRRDccQMTazjJpW/jx5O4VTkpiz2EKwM5vhnVt6ONReWErMnAiJpqoNOQVWvaxP1iPV034fiB2INMz6AgvwNlRov2ESZcVEoUNsHGSdMOy47H6e4SBF2U/XFU+AnRCGWSBtw9VacjzZxxczv8EWy8aOYpw4wlg2o26Wb23Zw2/6R8GKiYJM2qFjDIm2CEOF49TYtOlxijM95PPTWHZAHDmUy50LNCVx7GCMhRQxSgXEscv42NVs39aO4zg4joPv+8RxDEgwBmN0agsWkiSKGRvtpjLZSqGjhmzvYLZkaCns4/rf/HV2HTD89Wc+TWVqmnwui+3W3/9RFSuJKfkxR70DbN1640IHQO9LLk4W2jZDaWThWme+y0bIdK0z8shcGd98SJlOZY68K9WkzHfZ1KaXTG1WCiRbTbBYrRRx9Wu2cOrh8XlTFsh3uSQzBse1CO2kSRYWJNMJiMKE7k15nv338TUlqi7Wr2RbHMpTPklimpMxYwzVUoSXt9fFqz/lWCck61hTyd6LgZUcNLDUKXMhgvBb+35rxenHaiYwK5GSlZJpF69PcnaO/nw/k7VJorhudTap82a+MHbIzTJkNpIz00CE0alDBAw1bAJcNBZtUtBhKQJteKJc4w+fHuRjl2/i0KLJzUhSJbYNjnJRyiDMMgFRBhI7IZjIYCYyJJkshWtGUFZM6M+1A+tEEWivSRiS6Eq8bIk4dhtdy+nlhOBb7mvxyZBnBpc8ETY2GicOmbUU38m/gn3VRxAiJUgCk8a8C0EcO+Ty0xx46bdwnFozQbWxzmloSrLZEkJGGCOpVNo5f+4K2toOsH//fh555BFGR0dpb28nSRKC0gy10iyJARwPTIIwSUrCtANhH06tE0zExMQkIyMjAMxWquQLhYU9IHYWYYOnouWbUldDFnYfhmN/cfG1TnVy+b9DOpU5/PE5a7E/s2LK6kq4mGi1ESzW0uXxC++8ckFSa2JXeeDLI0yer+IVbCrTwTyyYNDaIITAzVrseGkPD37zzJoSVTN5e4F+xclY5DsyVGdDkkhjdLqKa+/xnnc53zr+82OdkKxjzSV7LzRWEmo2sNgpsxJBWOn3q53ALM4quRiWW5/k7Bx5K48XefiuT0vYwsaWjQs+oEthTKQl+BY4MYmVAAkgmBbdJEIhhcASAikEnhJkpGAkiPnvZ8Z4WVu+ScyemHyCwcEzOKW/QJlRbLtAEAxjTIwQKu2fI13+J4Fk4snNTGy+HLezgt0eEMUuRtTj2I1phrLHsYOXnaXQOo6UmjhOSUVDqTEoNjEi+8jqCvXWnXojb5o1k4kCRtx+zrKVLeYsIDCiHgdvQAiNZYVkvVmi2EFrCyEM2dw0l112HydPXsfx47fQ0jJTn564zM62IYTkZS/bi1KKG264ga997WvMzMzgeR5BEGGETJuAMZgkIqr37kkjmC1X6WrpXNJ+eklNqVpDpgVe+lvw1BGYHV5KFjIt8MBnLqoBWdbyOx/bb4KtN64cvnYRLD7pL8b8YLH5UxatNWNjPle9egv33HmCMEjwWhz8SlQnC+mQp3Mgx8vesBOdmDUnqnZvKtDel2XifKWpX3EyFk7GIgpiaqWIth6PN7znauQKx13HTw/WCck6gLWX7L2QWMlB08BanDLLYS0TmPmE5mJ6k+W6cRzlECURtaRGra/GxomNC/olwlIJE4PaqCF2CcM2sGKEiImERZRzkWncKCbSYKnm/WyzFSerPo+VaxwoZDn93GkeOvoQExMTZLM72bR5CNuewHHaMKaC1gEp0ZHYSR/P3t/CKPsxrkXemkDJGK0lSsVpOBk0R/FaKywrrHfKSKRM0I3LAGWZJ8HCIkmDy+rdM0mSAAYlNYGwqVg5TDRfCQlgcF0/jYeXGtet0einSbTCEpptmx7jeGWAUmnuG7FlKSzLor29nVOnTnHvvfc2CwCLxSLGGIS00UkVcFOiVH+9NYY4DChVZsg4uQXtp2tuSh15HL79SZg4MReG1tIPew7D9pvnyILWq9aAXBAXSoJdxXW6vQ7ae7NMDFWWiFZXEyw2cHn7ghZfx7UwLuRaHfYd2sC+GwcQUjB2ZnbVxKcBIQVX3bqFu7/w9CL9iiaoJWTyNtf90o51MvIzgnVCso4m1lqy90JhuUlDA5filFmMtU5gYPV6k+WEr7a02Z/fz+EbDtPj9yzolzDFIpcVi2zbeBnPdQ6QrxpkrABFYsk0+lyAnYCejSBjN0mCKwXF2DAVxpw6dYojR44QBAGe5wG7GR1xaO84RpLM4GUcHMfDdXrZsOFXUf7PcfTuz2Asi7b8OTZtP46yIpQVknbISMLQI0nSk0WaBSIpFzupVgrk8jOEoQLSMUhel7GISYTAaIXWVpNsAES4SB3TKqdoCg3qEDJBylTkm65qRPPvUiYgIZObYoN3irLYi1YZpJTpydP3OXHiBE899RRxHJPNZmlpaaFcLFIplzEk6NI5VH4gzfqotzgLIcDATHWGfGhoa2tDa01/f//amlKf+zd44NMw8wR4rXNrmpmzqZtmw1VzZGGNGpBlcbEk2FVcR0ibq+yXc7d8A5UiC076qy3yW02L73LTjvnP5UrEZ+PujgWE54KdPuu4IIzRlErHiaJpbLudQmHf6jqXLhFxHPOBD3yAL3zhC4yMjNDf389b3/pW3vve915SZP06IVnHArzQJXurwUqThpWcMmvFWicwa9WbLNa1tLqtdEQd9PWmPRKNfonpJ56k9IlP0KU1WesxPnbzAKWsJBtorMSgG/kvQCEyJFGaRmm56bfNQBtsIWi3JEePHiUIAgqFQvODP4p2MDqyjTh5ju6uDK95za/Q0rIfISTnz53DZLK05gfZvvthlArrSaUaYwxSJmTcCn6QI0ksLCukWmmjOtvK8OA+tu26H8epEkcuFop9+TEGxAjn9AbiJEBZVmr91BqDwbcceitFNqohLCckjh20TkPPbHve+sM0dCnp4od6IJq0YpRVwy5PQOcOfN+nWCwihODBBx9Ea41t22itEULg2YJaEqZFfvkNUBmBls0gnfREbgxGKmRs48c+U1NT3HnnnbS3t7Nnzx5mZmYu3pSqNdz7iVQZXOib41iLw9C23jhHMp6PBuQisfEc/vjS669wnY21b3Fz6ygP8btMz4pLOulfrMX3QtOOixGf1RCedVwYU1M/4MyZv6RSPYUxEULY5LLb2bLlf6Gj42Uvym3+yZ/8CZ/61Kf43Oc+x759+/jRj37EbbfdRmtrK7//+7+/5uOtE5J1/KfAxSy2KwlOV4O1TGAuVW+yoBtHa8bGxub+Vu+XaHn2FEPT08jubvYOT/GLD0xzdE+O8VaHmgPKgBcmGCnJpNEO6LqozxjDTJSwN+/RVS4yMTGB53nLrKAkmM2cPx8yeKJG3v53vJZWqrHGcl0GtjyFUhFhkEOpCCdTbSaiCqFxnCpJYqMTm/Nn92KUxXRpI/FJyaaNx8nmZvE8hWXDr/Ao/720kZrKkqDQcUwsJb7l4CQxVzx3hme5lk0bj+Nli/UVkCQM8tj2DMZIFkxOSBc3xphUj2IbTORTnZ2mVE2j17PZLJVKpblmKc5M0ypruLqKxCaJDagMQkcwexaT6wPlps24DfdR/bpRFFGr1RgdHeXAgQNMT09fuCl15BGYOAktL4GkyJyihoVhaItdM5eiAVltEux88nOR62wsPcxAz//N+K99Dr8Svygn/ecz7bgY4VnHypia+gFPPf1ekriCZbchpYPWIeXKUzz19HvZffmHXxRS8sMf/pDXv/71vO51rwNg69at/N3f/R0/+tGPLul464RkHS8olivnWy0u5KB5PljLBOb45PE1600Wj0lzueUf83x7teP47BytcdlwkdEOi4prkfMjapbgKzdupmhLPJN2u9QSzUyUkLck79zSgz85ekEhpo4jqrNFvvuFv8GulVHKwusfwGupks2V60JWQawdTCBwnFq6KkGgpKZWyXH69JXMFPvTYFEBpdkBnnhiA21ts+Ty8LLrb+HlaivPnPhnxrsv56TdRmC7SKPprMzy0sETDMxMUKSf4kwf+fxUU5xq2TX27buHNClkKSlBGEBSDT1mjUdQC5BS0tqalhtWq9V6GJpG64SyljhKkXENka8BC6EFREVErYTEI+7eglap/dgYk3baMNds/Mgjj/CmN72JbDa7clNqIwxNWak0ZzEu5JqRcnlr70pYRWz8EvKziuuIyWfocU7B1jXclzVifdrx44UxmjNn/pIkruC4c0nbjSqKMBzlzJm/pL39uhd8fXPo0CE+9alPceLECXbt2sUjjzzC0aNH+fjHP35Jx1snJOt4wVC57745UWwUIWwbZ9s2Om5/O2zbtqpjrOSUeb5Y7QRmrXqT5cakWW8HhcJb6OnpWXDd+fbqguuST6aZVZ0MTFUQBJg4QroZfvVUwrd6DVOtiilhsBPN3rzXzCEZqpVWFGKGfo3ZiYk09My2yLntxHFIJXiGbC5EyAgdzV0nSWxqNQspExQJlh0yfepyZmd7yecnsZyAJM4SBD3k8wUcp5epyRKPPHqMLVvu4BV9J9BmJ9eZiPGwm+pwL+6wxSIqR7k85yTJ5yeJYwfLCuvTmfkXNWAESWITxxk8EaLtFvKF1mYQ2txFYySGGItYKPKWZjpjkLHGimJUoDFK4ncIdMYGY5BGplHzzfVYSvriOOZ73/seb3vb21befTfC0JJ4+b+v1jWzGqw2CXY++WkSJqcewBbP9eYI0byOqUwyfmb2RSUL69OOHx9KpeNUqqew7OWTti2rjUr1FKXScVparnhBb/uP/uiPKBaL7N69G6UUSZLwkY98hF/7tV+7pOOtE5J1vCC4UDnfyAc/iP3HfwyLTtA/bqxmArMWvcmFxqTF2c/T0eHQ0X49Y6dPUZst4rW00nn72xn5wAdIxsbYxjGOd9xCILJYcQUlFbR3MTAY8jvjiv43bsTakF2Q1ArQ19dHZ2cnw8PDeJ6HUqopyCxPT5MIQQZDzlK47RN0bHsGkasiZYyyIqQsEYbZpoA17Y2xQILQNkE2Yu+W7+JlZ5v5IL7fxszM9cTRDjo7xykU7iIIJEK4JJHDRnmaLfYz6AGbZ2oHKc70r/g6lMsdVCsdFAqTGGKE1PPuh8QYRVBphXKGssgRhjHZekKqbdupxiOKkPOYjDapBiUrHMazM5zae4b2UEBHL7FjsfkMWEYiVV1sqZOmtiSV1Eqmh08z8uA/s+Gaw8vf8b4D0LUzza2XhgWsay2umdVglbHxC8hPtjN9XFPPQhLRFBNbGcj3gLQ45+/joX90mJ5+7KKx7uv4yUAUTWNMhJTLf4mS0iGOi8tWUTxf/P3f/z2f//znufPOO9m3bx8PP/ww73rXu9iwYQNvectb1ny8dUKyjueNi5XzRePjzH7zW5gbblh1dsKLhYtNYC6uN5nhYHs/3XqMZ0//D+K4grtoTCpEhkrF5+njf8bQv+1mamiIJIlRyqJjwwAvedtbcb95F22nnmL37Cyne2+imu3F5Aso6dB1kRPE6dOn8X2fMAwJgqD+LchCSUmYpMHpbUmA2z5B655HwYoJY5cwcvHkLEoluG6FIMjNIyUGywoJfY+Nm1KdSRQ7GG0hVfL/s/fmwXFd973n55y79YqNAAEC4gZSFEVSjrVYkSxaT3K8KJFcee+l4ricuOIkVjzjirOnJq6KIzvPGld57Dwnmhq/2KlJJnbiejVxlvfojCWvcihrtWRbEiVS3BcQAEH0vtztnPnj3G40gAYB0qRkSf2tApsNdN++96Ib53d/v+9CJjOP5z3EzMzbGR75PpYVIOUE2awkDAVxLInjxFDtqucTS/juV91CSKam3sC27Y9iyYDYh1jL5PzFxLFN6fQWHCnIZfPMV5qUy2VGRkYAyOfzFAvzKC1bVFgUgoryyImYN+ZP8S8ZxTEColSB/tjBkhaWtrCEZRbtOOjcI3MGVEz94b+EdfnuZFMp4bbfgW99DorTi1U2a1XNrBUXYRvfRqMEQQ2ipumSCMPKIWpA6RSnoxv5TulXCBxBKmutauvew6sDjjOIEA5KBVjW8osopQKEcHCcy++0/Ud/9Ef88R//Me95z3sAuO666zhx4gSf/OQnL6kg6Ym7e/ixsZZwvmhmhuYLL75Ce7h2tPgmWSfLbH2WZtREaUUzapIJT/K+gXnemTrKCy/8IeXKs8RxjThebJolhEArl3LpIOXK8zjpFLmBQZx0inMnj/Pvj3yb5jt/Bmf9etbVj3PDkb/ljaf+O9eVv8Udtwne9eE3rrgwtOS+5XKZfD6PbdtorQmCgEazaczHhKBouaS3HkbYEZGfMh0QBEGQQSuBlIbACgopI1y3QRzbKCk55UzwdHwTx5gkRqKUTRBksKyQdev+Hdc5TxSlsKSFFBLBglLGGKqVyOXmu+6/ZVnkcjkKhVEOHbyZSnUALSSWFSOkplYbYObIT9GobYSBjTiZ/rbqJQhMEeG6LgP5DBYxMaYoiZVk1K5xT/9Bfs6p8N/qNp+twCf2fJBP/Own2DS6CTBFJao19hFoBAqBhcKRkIlKhhjayqxZiq23w5vuhdFdZvGvzpjb0d1wz39dk3PqmtCSDHs5Q2ANG0koX8PcX1r8KAWPfNYUSNIGbfxgTNtLoqOIp4t3EchBsgMetmshpDC27v0ugR/z9IMn2s6oPbx6kM/vJpuZJIqK5v3dAcORKpLNTJLPX/5ReL1eXzbitCwLtdLnZxX0OiQ9/NhYUzhfHP1Y4XwvJ7rxTba5Iff0V8nbLml3EKUCoqiCUgHN5hlSqQls21jDoyGoNZGWIjecJpg3PADH9bCHXCoz0zz+37/ET8+UsQcHEa7LQFAmPvgw4QNPUh/+eFcjOqXUMrmvZVkUC4WFP0RaIYIAe6iCla0RhW6H4bvhjDT9XJvI6nl1lLKp1wZ5on4bT43vYVqME9k2FhFjapq7gq+xMz5IFHl4XjkhumYoV8oEQYzW/YBOilEHKUMcx6d9MoxcCEvFgEMYBOTzeWq1jTz/3BjZ7Hlsx0dFaRzGcL0UrDNGZALI5bKE0VEs+xyWNUQUjSOcNK5VJK3q3Jw9y2SqwJhdNSF7WiMbRXaP7oY97wMpSb81zZe//OUk80a3z4hKtD02imFZZsxrwLlDK+fLAIztgT3/L8w+e0nOqauiZWqmQhO8d+B/wPnDF5YMtwituVFTjFRmTKckcQA+p3dSiCZI5WXXi4Zutu49vDoghGTz5g/y4sE/IQhmsO2F8XEUFbGsHJs3f/CK+JG8613v4v7772fTpk3s3r2bZ555hj//8z/n13/91y9pe72CpIcfG2sK57PsKxbOdyXQyTcpNObRU59F+2HHeEYnH3ATdxoE59oFSRj4KGUjLQsVLiYlCgR2o0lVaKqjIwy1cl6S8VY0O8vc579A5uablxnSTU9PL5P7VksldBxjaW3WfSFBCFxRRQhFqFwcFl81xbFLo2GTStU5c+ZaioVxDto72L/zOmIJGVUjQ0SEzRk5wd97v8Iv+19iZ/xihz18SBjGCL0wMjkprqJmZRgQJRxnECuOTOKwtMipkKaQhHGMqFXIZtIMDw8ThiG+n6dYqOA4Dpl1ixUi6fQJxjY8iuPMY1kapQTN5gDnZm+kb/0m3hT/E+utKRyrDxFlIAy6jk+2bdvGnXfeybe/9U2iWLYLEosYm5gMTfbGjyArU+b1j37nwqqYDtWMUorp6emV1TkXg5WM0N7y+zC4eeXip5MEKySsyy0kC0uLZv0a1HkbS3aTB3W3de/h1YOhoTez85pPtAn2UVRCCIdcducV9SF54IEH+OhHP8qHPvQhZmdnGR8f54Mf/CB/+qd/eknb6xUkPfzYWEs4n33ddaSu3fkK7uXFo8U3KZef5UcnZhex2KVMIaVLHDcRwkIpnzhuYFlpVBQh7ZioniWs9OMLixiBhcZpVBFBgLIsQs0SKwsz3gqOHaN54IVlBnX1en2R3DcMQ6IoahcFJL0QLQRR6KGVQEhl1qQ4JLYX+CJSxsSxRbEwTqW6jmeuuwZfugzraQQSDbiEOLpISQzwNfcudjYPEMcWcZzHcUqQBO6dklfxFe9upq0xk8OjFPnRgOvrL7KhMg8IqrabhPNpVKSoFQq4G9I4joPjODQajbY3iOu6aK1x3aMMj3wDIQKEyNLfv54wrJNKlRgcfIRM+gjnGw3mAgsRl8g2S2yedRjq2w23/a7Jkjn8jfYifttttzHmVPnW1/ZR0Dk04OiAYQrslc8wKafN7yOO4IkvGNfVVUYwR48ebTvxKqWQUjI8PLzYv2StuJARWvGEMUJbqUjqRoLtSBZOiRJSxMaav8vTu9m69/DqwtDQmxkcvOVldWrN5/N89rOfvWSZ71L0CpIefmysGs6Xy9F31zuvuAV9Nw+Ui3nNla50u7HYhRC47gjN5hRax8nzQ0AQU0SrPuaObmPGzhEKiRYCoTV2xiGTLWD7dVy1nPQpXBddKnUdb2UymUVy37jZNC6r5pntx7lAvWos3zP5Eip0cB0X7Xo0fZ8WgbVeG6RaHWIu108xkyMVxiBshIwS0zKz1YyqMSPHmHLGWF8rc+rULrZvfxzL9XlWvZEnrTuYkmkyVLFUTD3Icy7bz3euvYnbDz3DVcVzSK2NzTwCbTuEUUgU+Niu6SD19fVRKBSoVqt4nkez2WDHNd9DCJ/Az2A7FmEY4nk5pNQ0m6eo1kqk05uRqTFUWKaaKvPiugw7B9/B0COf7Wq3vu2mt7P1hc8xfXaKeiTIxCXGZMGk1+qk/eNkjEplqfHYwhsFzv6Ao8eOsu+JY/gxixxeZ2Zm2LdvH/fcc8/aihKl4Owz8NBHTXenf9PajNA6sQoJdkQ/z2C2wlwwSjatl100rJZns1ZopXv+I68ghJCXXdr7cqJXkPRwWXChcL6hez9AbY0+JJeKlTxQ1hoMeKEr3eHh7ix2286RSo3j+zMoFRBHFbSVpq9/F+deuopTVQ2WhdQKqRWZXAHL8Qlyg3gvSgZqy9vjOggQjtN1vDU2NrY4d0WpxEjMBNspIRACAsdFA6dPX8f2HU+Qyiuy+SGk5VKtFgjD88Sxxdz5jQA0HY9YSGQcEARpPM+Me9ACrQWOCGmIDEU9SPPEOOXyBo4cfhMbrnqBB/vvIqcd+imglEUYZJCxJKub1Lw0z2zawebCrAnO6ziWWFrEUdQuSKSUpNNpMpkM58+fJ5udI50uEUUeUhp/g2KxSH9/P0rNQWJwBhohJZY3gHT7CeqnOHHkswzOKER6qKvdunzL7zH+L/8r+GdBWiBsQxhVMQgL+sbMbTfX1WPfhce/gjr7HfbX34wfD5J3FCI1CsJpy5IrlQr79+9ny5YtFx7foZH+pgAAIABJREFUtEY0M89DfQ6QEB+F/Ci4OfOYC7nAtrBKbo5I5bnhrq1851v2Rdu6rxWnX5xvO7T2JMU9XAp6BUkPlw0rhfNpoNZhpX65cSEPlLP33ceGj3cnibawNKhu6ZXu3Xf/HNnMJNXai0g5uujq0rKyWFaGXPYatm79bVx3iHT6Gp79wRfR8jgiDOhfN8f45hdIJb4eSkuiyQz1R/rJTi0QCFvjLW/Hjq4Ot1JK9u7dy759+6hUKniWhVCKWBreCCJxnkgsMorFMY4cupnNkwexvTJa1dBxA0tohNRs3Pgcw+tO0jh/B5Z+I7EUiNjG97M4CelVCo2Pi1Sa0onNhOcV2tYUiuMciq7l9O4t7InrBDpHpDtSXAWkwoBiJs9crp/RahGBTuikJoVXdRx3K8ROCEGtVmNw0MGyIIpMsdBiqpTLc6TTPkJYgGp3pyDh5/g+NTemMjxCX5Dwd5Z2GX7ln4xS5jv/u+lOCNPZwk4vFAJaLTceO/owfPUPwL6KGWuMOT1A2goRcQDFUzCwEdycydZJp5mbm2N6eprx8fEV3ngdIxrLNdwPIY1Mt3gSBjYtFCUXcoFtYZXcnKsm/wN3bJi/IiF2p1+c5zt/f5CgGZHKOj1JcQ+XhF5B0sNlRbdwPn2JErC1YDUPlAuRRKG7cgVYdKX7yCPf4+67f5ODhz7alcVu23m2bfuDNnHszJkzNIOQ/MAArjzE5u1PYlmh4XVoC2kpvP4Ks/+hxPpvbCAzM7gw3spmGf7NexFSdk3unJyc5J577ml3cywhTOchqZGkMjkwCpBaE50f4aV4O1eNH2Zo4N9BCpSfIsQFS5HJFrkt9W88HNzCTGqErN8kjh3ihoMjQhAxZTvPUK1KbkqAMInEaNNZibARsUBhd06NALBUjC8cmkkXxNaaUCTJvgKENGOYWq2GbdtMTEzwox/9iGw2i1IZVCyQIkLRcn4VaB2jVIyUwtjHi46Y+6iODH0iRxDaGhZZjSzpMmy7A578a9Mhkba57eBcLDMeW5QTM0g9slBIbKFBOGY0VJkxZFLAtm2azSb1+mJJeMcbb3HuTNSg7dPfZXtrdoFdJTfnSti6a6V5+sETBM2I7MACh8x2LbKOpFYKePrBE0zsGOyNb3q4IHoFSQ+vaqzFA2Ulkih0V650Pr91pev7b1szi71er6O1Jp3JMD7xEo6jCMM8wpJtt9UgtHEyFYo3zuL8XYi0XbwdO9ojpgsld27Zcgue53H69GmC48c5+9BDvDg+nniQmH2QSuHGMc7QEDKdwvWeRwuNbmbRQpovJQkCC9dt8K7on/i7+DeoeSlSQYClYxraJZAWjh/yxuMvooLALGzSAiGSxymUlNCl5owtQ3BNBU00phMiVYSyLISwqNfriQzX/Ozpp5/G930sy+LcuTSDQ31kswWCwKJd7SSBfFpHWDKFJTtUXSpCYVxXnbjLmKSzyzD51gXORWcQndmZ5cZj7ZyYARCCjAwS23qJI5QpaqKmUbY4GaIoQkpJJpNZvh+LtpeoiuykixM1QApzjlvbs9MX5wK7Sm7O5bZ1P3eqQmG6Tirr9CTFPfxY6BUkPbyqsSYPlBVIorBcubIUnVe64+NrY7FnMpnEPfUMrjtPrFIIuXAlr7XhPbj5Deir6wzc/0H6hm5ok3AvZEn/7HP/GydP3s7ZqX601ti2TXrXLuxiEa/RILIsAttGWxa+4+A3GuTt06QyZVRorl4Xi4CNmdkb3ac4d/oaHhm+gUI6R1M4WEoxXJjlp59/giEhUEJgjLbMojNcLdLfqBCk0mi1WE6qgabtMlwrMVQuEkqJlrKVnte2uncch2w2i+M4NJtNGo0GxaIxeDp1ajdXb38cx6kTRR5aSRDKFAxoZN2H5lFji+7l0cIiciDnS/J+F7VIZ5dhFc7FMuOxJdkyo3aVYbvOTJTFln5L3wQqXjSCGhsb6/q+WpZVI4Q5jtIpk0EjLDM2CurQKF5eF9jLjGY1RMUay+6+bz1JcQ9rRa8g6eFVjTV5oKxAEoXlypWlWHqluxYW++joKH19fZQrLyRZMIs/ZkppHMfGdbMEYR372s2kO5KDj5/4bwRBBSmHUMrCkhLLSlGvZwmCGdLph2k03oYQZr+bQOw42JkMQRAYf05roQASspFwVxw6eg0d+2Nh2wHb/OMMvxBz1knTdF3SQZPNh58FraiNbgbXoVOnLIDrT77E7Pbd1Nw0bhxiqZhYWjRtFzeOuOnscXCMjFdK0X71KIqIoojBwUHcpJhMpVJUq9V216RU3MBLh3+ajVc9TzpTQtgKtMSv92G5AZYVEIcNZOkkKj9GJEIsXDZPha26ZwHduh6rcC7akl+loHrOFCuVGbCvQgrYmzvBvtI1VJRHWgTYWhApaFQqeJ7H3r17Vw/q65Tpenno3wjV2WSEo43FfTcjtJ8gpHIO0hLEkcJ2rWU/70mKe1gregVJD69qrMUDZSWSKHRRrix5/qpXul0gpWTXrl088cTzxLEAIsBBKY3WCiEEuVwOpQOEsCmWYgqFw2QyGYrFH3Lu3LOEoYVWJcO1tG08z6NarSKESyZdpq+vSK02TBzHpuuhNfUk10ZaFudy/TQcl1QQ4EUptJZoqdGRNlfZSe6a2d8YrSVh4IFSjNRKUDGqkzCVIewbNI/Velk1M16cY2TqKGeGr6KQ6aNpu1hasa5W5q3Vc6yrFWkm5wTMsbQKD611W+YLLGv3gylKSsUxkzzs+KjQxW2kcPsKXLf1SWLPJ9IxojlHbuRmNg+9maGDf2UUNKkBQEHYNPbu6cHlXYalnIvUkGEFNwow9YzpTnzjYzBzAFQASLDOQOMlJvs2cE8/7K9uYi5M0ZR5pJKMjq7Bh2Qlma6XBydrOiUDG+Gev4DxN67cGWm5ul4Jx9g1YmRjnsGxDHNnamQduewzdLkkxT289tErSHp4VWNVD5QOkmg3LFWudKpsGo3G6le6K2BsbIy3vvX9HDz0BJY8ix+A1omJu4RqtYLrNmg21/HE40+j1PdRSpHOHGP79hDwkJZEa00YmhwXI3O1EYk1uxACKSVKqXZRcnpgmB9s3EEhnUVJiVSKgfoO/lNQ5nrvCcI4Bcg212TBk2SAcmUAI85NCg8pCQZGaNuztmzgl7Qf1tXK/NzUo8zlB2g6HqnQZ7RR5U033cSBuWn6+/uRUiKlxLbtdiZNqzMVhiGO4xCG4aJj6fgtU60ukDklmtGK5uapQWqpkFA3cJo++d2/g5i4EdLXwtf/FGZfWMitkY5xOu3+JjCci6MPw7f+bMG/RCnwS8YoTQizjdZoKmzA/HEm+3y22AeYTl1F/U0fJrPtlrU5ta42MsoMwTs+AVfdsPI2VnJ1fZm7KUIKbnjnZr7z9wevmKS4h9cHfvIGkj30cJFoeaB4O3ag6nWic+dQ9Trejh1s+PjHVvUhaSlXRkdHCYKAarVKEASMjo6u3dyqC7Zu3cr4hrvRCDyvhpRhInwNgSKNuuL4sZ24rkc2mzU26k0bpSRCmIXPFB0LC7QUMVpJwsDt+LkpXM4MDPPdq3+KuWweJ47I+E2cKOR8to8vee/nef1TOCkfIU2ey0KonsOp03tYII5i5KckI5ZWMZIoZEQYIpdwRgQwUi2xsTDLWKNCX36eEyf+DdueIpXy8DwPx3Ha+9uJVhBX61bK5Xkrix4PVJXLiWCQPt9lnZ+nrxYjGh08Ib8Mbgby4zA0CYNboDxlCoCjDy/faEuCO/M8uFmTCRNUk1RgZc6HtMyi3z5PEVRnkWO7Gf+PH2P7W/4z4+Pjay9eWyOj0d0XH9TXbX/d7ILfSrdjvIK4aucQd/zyNQxPZAn9mHo5IPRjhiey3PHenuS3h7Wh1yHp4TWBlTxQ1urUOjk5yZYtWy5bJkml8gJnpv6Wc+d+iCBEyphUKkIpC6UcatVBTp3eTa06yvCw6cjEcUyjMUKj0Uc2W2wn9C5AY9m+6WYU+0AGSMtuE1Wf2biDyHboj0wHQmmF0JDzG1S9DF8J3svm4CTZbBlbhGgtqdcGOHV6D6XihoWXkYmhSSLPbdNGtClKtGUjoxjbEURCglZIAV46TSZzkg3jPySdLiNFjNKSIPg+lfKbaTRMh8K2bWzbJgxN96J1jluFldYax3GIoqhramhGhCgE+6ub2eIWkZ1k1U45bafjKazseLpUgitEkgPTQcJUUdId6TwhgOXAz3wUJm68uDdICxeS6a40jum2v7B2V9crhCshKe7h4qC05tlqg/kgYsi1uS6Xbiv7rhQqlQof/ehH+ed//mdmZ2e5/vrr+Yu/+Ave9KY3XfS2egVJD68ZdPNAuRhIKVc2sboIFAqPcvrMl4ADhKEkjvNYVoTjNFHK5vSp65ia2o5Z3MzIotUBEUIydeYNTG77Ho5TJY5Txo9DRth2YLoZJ3eZJVFplA7I9ZU5l89RzmXwQh8VG6UHrbGHEKSigDl3HfsP/ic2iePYjk8UelRr61hOcxVG4dFeSFq3yTalJHbEwkIoJEJapFLH2Tr5qPFciTwi5SFERMo7hzfyNebO3UWjsdlIQVMpwjBsd0LaHaBkBNU52lkKX9tkRcBclGE6zDHenFogqy6V0y46rBUcT7s9R8UL56917IYuvHibYd24t15qQWIOerlM90LjmFTfxR/jy4TLLSnuYe3YX6jwwIlZDtebhFrjCMH2TIoPb17P3sErx9/5wAc+wHPPPccXv/hFxsfH+dKXvsTb3vY2Dhw4wMTExEVtqzey6aGHywitFSdOfAEVN1Gqnzg2HQylHHw/hxCKoXUnFz0nDMNFnZhyeZwjh2+l2RhGiADbrmJZEfXaAIcP3UyptAEQ9A+cZfd132Lntd9iaPNRhBORcYtI2XFln4xZLBWjhKDmpqlW11EsjCe8jBWunjqlzGJhO+3Ht4sRcxOrmImJZ7GskCDItLs7Stn4QRohfPoHHsX3m5w7d45yudwuQgqFAqVSiSAIWL9+PdlslmazuXSHAJDEaARN5RArqFcriyWxS+W0S2F75uedjqfdnpN4rSw/L6LjXGCKlhf2ma7F5cJq45gj37n4Y+zhNY39hQp/dPAUB6oNMpZkvWuTsSQHqg3+6OAp9hcqV+R1G40GX/nKV/jUpz7F7bffzvbt2/nYxz7G1q1b+dznPnfR2+t1SHro4TKiUnmeWv0olr0TtSw8TxBFHplMiVxufhFRszXGiKIIIQSl0gaOHr4GER1CiCqhzlGtDSXTAk3/4AxX7zAOsGHkMugIbB2hpMBL1fD9LHGcyCw1JoVXa1Jh965DdyzZ/1bHRC/+sVENFUhnSoShi9aLxxpCSKLQw3HOE4RHiON1OI5DLpdDSkmtVsOyLN7ylrdwww3X8+STX+HJJ7+N7ztUq0OAcWWVQiC1QmtFhMBBkxmegJ/5Xxb4Ft3ktJ3o5ni6UlKunTI8kqXnQ7f+SQzNKtMmHE/Ii1O7dBvJwOrjmBf3Xfwx9vCahdKaB07MUo0UY96CUjBtCVJSMO1HPHBiljcP5C77+KY1ak4tsVxIp9Ps37//orfXK0h66OEyopUMLISD47htgUp7EpB4fjiO336O1pooisjlchQLRWIVgxbUCg3iuA9tDSJVTKo8S5TJEzsuGzc9j2UFBM0UMo7Zlj7LaHSW0/ZGBsU8jtsgrtugtTEpc9Ksq5UYrhYXdvZCf5taNcVKDRQhjfdEMh6yHd94nSiLRRyL5PhibeHIkEw6xnOH2gRXMDb9lUqFI0f/Dct+gKZ/iKuvrqK0pF7v48yZN1Apm1Ga0oJMZg7LbtKfWcfor/0d2B3+Fquk3nZ1PF3pOfkxOH+URTa07WIE487aNwb1AvzP31votKxF7bLSSObad60+jimfhb4NJu9mrcfYw2sWz1YbHK43GXCsrk65A47F4XqTZ6sNfiq/gnPwJSKfz3PrrbfyX/7Lf+Haa69ldHSUL3/5yzz++ONcffXVF7293simhx4uIxzHJANrHeImeTiwQEdoe36EC+32SqXC+fPnmZ+fNyTOJCEvsnxDIA0DnPOzeMU5cmePMxIcIOsViBsSEYaGaKoifraxj5T2KTBEJC2kFRFJi5qXwY1Crj95aEl9sYarJd3tvgUC4nhBaWNyeiRSxnSDlBFxbM6P67qL/nAKIVi37hz5/L9SLr+AZWUJoyxKuWSzBbZt+x653GmyuVNce+1D7Lz22+zY8Qgbt36dHz37Aebnv9f5QqYQ8HKmmxA2DB8mbJj73RxPpUTd9rtMWRMcLsBUwzG/B2EZpc6ig0+qNCdtZMRRYBQ9pZNrV7tcaCTz8KeM0uZC4xgdwbX3XNwx9vCaxXwQEWqNtwJ52JOCUGvmg+iKvP4Xv/hFtNZMTEzgeR5/+Zd/yXvf+14sa7lJ3mrodUh66CGBUurHVtnk87vJZiYpFGtoNH19fRSLRZRSppNg+dTqg8koAizLav+sBSkcBIKYACwLhUcwPErUN0C6NEdenkVIRSw8tGuuiup+wA6O8MvNL/E17y5m5CiBm4bIWLxff/wFxitFWqnAaypGOrisbf6IUEipl6lfqtVBGvV+MkuzZ5INGK+TQRqlLF6qvjjIDs3wyFNYVoCUE3huCtv2CUOBVjksu8qWrd/HtgIsKyKMXLSy0QpKped58eCfsPOaTyzkCa3VgTXB0aNH2f/ISeaid6KiKrIUMCzL7PUOMjlxk3l+8YQZzwgL+sYhiyG+Fk6Yhb9T0XMhtctqCpniSUOUXW0cM3kHjN+w5mPs4bWLIdfGEQJfadLW8s+1rwzBdci9Msv9tm3bePjhh6nVapTLZTZs2MAv/dIvsXXr1oveVq8g6aEHkkUpSdBVSiGlZHh4DY6bSyCEZPPmeymV/2+C4AiO009/fx/1egmoE0cuZ868ASkt+vv7cV2X8+fPG7v05OJbE6Nb5mQas2hFithLUxsex7YVsZhGWIAyRY2J+FVcE7/IzubznLEnePHErciyy0i1iIpClOOhO8zU1nY8Ai+VwrU9pBSUq6UVnis4ddpkz7hugyhyUcpCyhjbDlCxw6nTu4mqBbx60yy++VFwc3jeDK4zTxSlkmOBXC5HqVQijhU6cslkjAy62cyZ0ETLIlaaRtNCWjVOnPgrBgdvWcgVWiX1tvP3vm/fPnzfJ53JY6c9omadmTDPPns79+z9z0yK06aj4VchlTe/lNp5aBZMZyI//uMpesC00KKGKdSCKtRml8uWl45jpFzTMfbw2sZ1uTTbMykOVBukkhTsFrTWFMOYXbk01+W6FLiXEdlslmw2S6FQ4MEHH+RTn/rURW+j987t4XWP1qI0MzOD67rkcjlc12VmZoZ9+/Zx9OjRi9re4OCtXDXxK+SyO4njOkKUyeUc+vv3MDD4YQJ/K4ODg6RSKeI4TgogC5F8HDXKFCTtrkTyRyaO0bZLUUzSqPdhO4EZ1ySvaxZjjWP7rK/NM3S2yWCtTByb7Wcy2fZifjEIAp9mUKcZNBhYlqqsSacrDAyeJY5cXjp8M/XaIJZlTNda6qAjh2+iVBwjwEELyyy+xVMQVJGyDkRYloeT8EE81zNEuYR/I6VKFEsSy7IQ0hjGRVGMEFlq9aNUKs8v3vGWnHb728xtF0O2/fv34/s+eU/glE8iCsdxGjPkwzn8WpH939iH2vIW03HpGzcdjMo0VKZMGm/LwbUb1qro8SswfxTmj0FtxnieBDXTlVltHLPKMfbw2ocUgg9vXk/Olkz7EY1YobSmESum/YicLfnw5vVXzI/kwQcf5Gtf+xrHjh3j61//OnfeeSfXXHMNv/Zrv3bR2+p1SHp4XWPRopTPLyJa2rZNpVJh//79bNmy5aLGN/n8tUxO/jW12guLkoGPHDmKEP/SDvJrdRsEoLoRNlpe85ZjVC7J/p06tYerdzyO49aJIpc4Nt0I12l5lew2tiFCgOOQyuZQGEv7VCrFiRMnVu2SdLqqBkGAlJLt27dTLpeJooj+gbNs2fJDXGccaR1CKUGj3s+p07uJIxfPC4l8i1p1gBgLiSYlIio6RVqE2MonKs0SSs3IeotMxgUBvu9TrVaNPwuGfwICrV1s21q0f1rpJLywThh2T3ReCdPT08zNzZG2NaJ0BnRsiKoIBJp0XGNu+jTT/9+fM75+EJqJ+2t6COytxsW1eMrkzohNpljoxFoUPX7FPF8rIzVWGoQ2ip2wYQqYlkNsbxzTwwrYO5jn/7hmY9uHpBSZMc2uXPqK+5CUSiU+8pGPcPr0aYaGhviFX/gF7r///q5hpauhV5D08LpGe1FKp7sy1NPpNHNzc0xPT1+0aVq3ZOCl6cKtBd+MaDRaw1y+v50JM1wtmWmMZYPQ7ZyXcnmcl15aSMK17SBxXjUOsKXyBmQyT9ZArdEgm82ye/dutm7dypkzZ/jud79Ls9lcRE7t5LJordvZMrZto5TiwIEDKKUYn3ieLVt+iBCaKBpJ+B+CXP48V29/nJcO/zTFwjhChaik8zNqV/mZ3BG+XZ2kEKfR2sGOIkbczfT17UCpkzSbLuVyGaV00vGJsKwYpQRaK0AvNlMTIESUqJq6JzovQofUtn4+RsUxdjCXFCPOAvVFaWwd0sSh/tQ/gDwNKOjfbIzJRI726CZMbN/d3MKIpYvaRSnFtBqhnrmBTPEQY30KWZ1NihHb3LbcYePQ3I99uPX3YdudvXFMDxfE3sE8bx7IvexOre9+97t597vffVm21StIenhdQSu1yF6+5jptZ9BusG2bZrNJvV5fddstUmytViMMQ4aHh5d1VZamC9u2jbQsznoZTg+McGx4nLqXIhYSSysG6lWuP3mIieIcIhndtOzVF5Jw5xecVxPfDjD+BO3j1powDHnsscd44oknGB4e5pZbbuGRRx5pe5+00ArCi+MYy7LIZDLUarV2sdI/MMWWLT9Eypg4tkBLtBZGYaNjcGDjVc9z4PkN6IQIk5Mhe9IzfK++mYryEmqMoE/UuW3nKIM7f48XD/4J1epZtHaxLAchImzb8FGiKIfn1ghCG8tqmc1pHMdC6xq57E7y+VVcepdIbTN6BNl8C5EKcCy7oxhREAdEWEgUGV0zYxSA0mnI7FjYZt8YFI4bImqzCKn+hYC8jvHKIo5ScC0y2MDwXIG9usykPGsIsq1ixHJA2EZNE9Tgyb82TrAvZzGiFJz9AczOQrweNlwgcbiHnxhIIS67tPflRK8g6eF1g9pjjzH3+S8QHDuGDkOE41DesQOxdUu7Y7EUURQhpSSTufCHfCkpNpfL8dRTTy0jxS5NF54eHmP/nquZSWXxbRctwI5jMkETSyvOZ/v47o43cvtLP2CiOLckBdd0YToN1jphWVa7y9F67VwuRxRFzMzMMDdnipyBgQGUUu2E41a4XUsBVKvV2kRfpeJ2MaKUZIGGJtBaIoRCCEUmW2ZgoIRfcFlvV9meLvL9+gS+tkjLkAyKSAuKcY6vPnmceyZuZGT495iZ+QzpVBEhTcfH90c4fmwnSiuu3v44jmNGVFrbWJYmnYqw7X42b/7gAqG16y/o4QViapKsOxb6DDfOM6MHsFWIsJIMH2VCEBukGGWeMWaBhCuilfEdaVFA3BwMbDKFSlAzvJIl45VFxNl0GjuTIapbzFQk+/Qd3BN/i0lOmtew3I6F3zLjG7/68mbTtAu3I5CehMZRGN7WGxf1cMXRK0h6eF2g9thjnL3vPlS1hjUwgHBddBCQe/55sukUlfXrsYeGljHUG40Go6OjjI2NrbjtZQtO0vlokWKXJga30oX/9sln+GrfBnwpiaThRkiliBPvkJxfJxs0qLlpntm4g/Hi3DKx7tICZSk6f97KhmnxYwqFAmEYEoZh2+CsZdLWGXTXQhzH5PLzpFKVxI21Ey12v/EicRzJnXfezLrH/wej80/x9/5d+NoiL30z1dDg6ABtO9SCmG9+85vcfvvtHDp4FwMDFVzXR4g8lcogpZKRTb90eGFEZezxLRx3Bzuv+b0FyW83rCC1lW6avbmT7CtnqCiXtNDYRERa0iCDR8he+TRSy4RfrI3sV4WmI9KS5UoHsutNyF52eJHapc1RatTIp2yT9Bw0cZrnsWlQIcV+bmILJ5HSXlJwJMTm9MDLl02zqHAbgtQAxJkFX5V7PtsrSnq4YugVJD285qGVYu7zX0BVa9ijo+2iQ6RSOJ7HriNHeSqbpeI47YKi1S3wPI+9e/euSGhdiRRr2zb5fH5FUuyWrVt5saywyjWG4pizCqRWpuDQilhI6m6K/kaVVBRQzOSYy/UzWq8ghFjE+7jgsS8pKFqdoBYvxPf99siq0w9lJcKrbTeT9Xwp36b1egIpwbYdNm3eTc3P89S3mswEGdIySI5PE8SCiu4jwkX7PmfOnOEf//EfiaKI6WkXIbykQ1My/i22TbVyFQcOjLN+1CediqhUoS+/m1tvueXCJ+ECgXuT2Sb3VPezX72BOT1CU6eQhIwyz175jOlctNxQo4YpSNAQ1M0YR0holkxH5Lp3L+tgTH//35g78SJp1UD4ydhHxSaQ0HJIRz5zDDLNesbVuUS1YxkOioqN94nXZ2TAVzqbZlnhJs2XkwZ7wyuWItzD6we9gqSH1zyaB14gOHbMdEa6EFcnlEIceIEjb387880GzWYTKSWjo6Or+pBcKin22WqDI3WfvIBKEKBtd9ESL7UmTjontopp2i5Nx0Pr8rLXWQmdxUjrOXEc4zgOWutFabpRtDYXxyhKJf4iEUIsFDALwcIqyZ9bz7/+6zPMzZ0niG7EJyRQEX26AUJS1Fm0sJBywRguDBdCATtHTa39E0KYsZoepdkUoEPm5s4zNTWFlHJlQ7tVAvcmBxRb5v+VaWszdXcdmfoZxjiH1MoUCE7KFCU1H1RgCoXKNKDMgdsebHvr8kX66MPUH/5LlLoeWwIiUdegzehHa2wpaSqLOmnz/Tj5PWhlioHceqPmeTmyaS4lKbkQPhHxAAAgAElEQVSHHi4jegVJD695xIWC4Yy4btefC9dl9Nw53rhnD5Xt2y7KqbVer18SKXY+iGiGEVG1jBYCYS/eN4FGIdFCEkuwtCIdh9i2vaw70iK7di7gLfJrC63/VyoVVByB0msuQlqQUtJsjFCv95PPzyNEiBCt19AIoZFSI4TLoYPXMj8/SzqdxnEcgkKBSAmKwjXjIHT73HZyXC4kRdZak0qlFnWharUa+/bta/8euhrarRa4Jx1kZojxwSEoT4GYXSCxaqA+h5HzWKZQaJ9kaXJ0LBe+/zew4acWxhlJtyETlZBCEAkLh4iFgCANKiSSaaQUZFQr20iZ5zppU4y4iT38y5FNs5ak5GaxlyLcwxVDr+/Ww2se1uAgwnHQQfekWx0ECMfBHhpifHyc7du3Mz4+vibfkU4ZbzesRIodtCVx4BMicAXYWqGEpGN5RyRX0k3bZaBRZUOzRn9/fzslF8yivLT4ADr2XZur+OQrCkNKxRLlYgGtjIz2QpBS0tfXtyBP1nD61J6kU2KjtYWQYFmmGJHSo1C4nfn5UfL5PI7j4BBiS4EQECtNGMVt4uwiy/xVzrcQgmaz2b7faDTwfZ9isXhhQ7tWeF6jsNDKaaElzx3bA7/+INz+B2ZMsgzaqF7AjFAGN8PQVlh3NQxsXiCetgqqpNswltUM23UayklqmYWoZK01DWUzbDcZG8waZQ0CMkMwuMVIgV/ObJrOwq0beinCPVxhvCoKkuPHj/Mbv/EbbN26lXQ6zbZt27jvvvsWtZwBTp48ybve9S6y2SzDw8P89m//9rLH9PD6Q2rXtbhbtxKXSssWbq01camEu3UrqV3XXvS2WzLeRqPRdduNRoPh4eFlpNjhaon+egXfcUFrsmGARLeLklgIpFIEtosbR9xw6jBozfz8fOLTYfxBcrkcQ0NDDA4O0tfXZ1xME46JVmrxAqyTUYEQaCvp6GiWL9JLjsF1XQYGBrBt28iNSxs4efJ2fH8DSqWIY5swcKlWRzh9+uc5cnjSjLDCGpw/gigcJxfPI3RMa0FujWk6uyOdkFIucpRtqX6iKDKGaVpTrVYB6O/vb/NiHMchn8/j+z779+83219r4J6Q8ML/hLiJ+dMo6Zr5E4emc+FkkmygJeMMaHcbpOOxN3cCT8RUdIoQGw2EWFTI4omIvbkTyFTeJPhaSaesNmtUO6O74Z7/ujKRVCmYegYOf8PcrjESoCvWUrgNX91LEe7hiuFVMbJ58cUXUUrxV3/1V2zfvp3nnnuOe++9l1qtxqc//WnAzMbvvvtuRkZG2L9/P+fPn+dXf/VX0VrzwAMPvMJH0MMrCSElw795L2fvu49odharv7+tsolLJWQ2y/Bv3ou4hCvQpTLeTlJspVJZkRTbbDS46cwRvrFlNyXpkIoCsk1lPEikRGhwVMy6WpkbTh9moniOKHm9zs5CpVKhv78fz/PwPA+tNZVKhc4rcaCT5LH4/20YI7JuRZVSCs/zcByHUqnEwMAAN9zwszz66BYse4qBfI6wsY1aY4RqM8b3G3iWwqlPt91PPQT9qkFFeWZRVgrFQrhgS9XTeV5bx9kqWlqqnyAI2lLkfD6/7Nx25e6sJXBv6hmjJlHajGJao5VWh6ltWhYYgqudMrctcmscLIwzOroNk+I094gp9uvrmGOAJh4SxSjn2ZubYtJrJFk2Pmx+s1HrNAqrZ9Ms8VVBOqZguFR5bqtw2/e7plBLD4GbFG6N+V6KcA9XHK+KguSuu+7irrvuat+fnJzk4MGDfO5zn2sXJA899BAHDhzg1KlTbfLgZz7zGd7//vdz//3309fX94rsew8/GcjecgsbPv7xBR+SUgnhOHg7djD8m/eSXU2pcQG0ZLwtH5Jms0kul1uRFKuU4vjx46w/d5bbg4AfbNpBIZ1DSYkXBmSDJjvL59lYmuMd12znB80KTRZ4Ia2Cp7WIV6tVXNdtL9RA10mMiCOE1sYVVtpoKcxCmjxerzC+EUIQhiGNRoNMJsPb3/52HnnkEYJGjXwMUQhBuYnDKbIyQ1OnqFZqeCJGWAvup56lQPsUtcAWgvzgurb8uHPktciJlYWxVIs7E4ZhOwconU4ThmG7qGk9tit3Z7XAvfp5U1QYw/qFVGRB4qLa2lDiDVJO8mxa501YcHy/+X960BQHU89AUGMSzRbrBNN6mLqyydBgjFmktRVCd7GR2sSNK7zTOtDFV4XI//HluYsKtyNgFY2iqGdb38PLgFdFQdINpVKJoaGh9v1HH32UPXv2LFIyvPOd78T3fb7//e9z5513dt2O7/v4/sLMtFwuA2bRWGsi6sViabv6tY6flONN33wzV910E80XXmw7taau3Ym4iPTblbBlyxY2bdrEzMxM26n16quvbstpWzh27BiPPPIIJ06cQGvNRHGO8eIchb4hfM/D830Gy/NYUrJlyxZ27dzJcz/6Ef39/W0HVdu2mZ+fbytPWmOM1ihnOYzFupYWMvSTQD6N0CbIb6Eo0QuLcIIWb8OyLEZHR7nttttIpVLMTZ8hHZxHEIPoSzJgwFV1bCwiLELh4oqFIkdr8IXDqKzhK0mzXiWdzZPNZimVSss6IVobm/i+vj4cx6FQKLT3qdFoEAQBMzMzizoktm23OTZSStKehzrz9EIBMvqG5SOH1jlLD4GVAlpFTEcnILGxVwi0FqjaPJBk32iRFDIRPPJ/wlN/B24WsusgbJrtWy4IwZiYN1wUrQALVT5rPExG98Btv2MKptXei0rB/s+CX1+cNOxkDP+lMm1+vum2S+tmbHkLbLoNNf1D9Owsav36hcLtNfw365X6O3UxGVmvdbwqC5IjR47wwAMP8JnPfKb9venpaUZHRxc9bnBwENd1mZ6eXnFbn/zkJ/n4xz++7Pvnzp1bRKC7nFBKUUr4DK+HN+NP3PGODJsvoDI3d1k3bVkWuVyOUqnE3NzcouOdnp7mySefJAgCcrkcsNAF6CeClk9F0s0LgoBDhw6RyWQWqUsA1q9fT7VabT9/VTfZ5HEiNuMFEYdgWQg0cZLh0qLUqo6F2HEccrkc27dvZ9u2bRSLRY4dPYrn2qTtfqRl42TyHUYkMBprqqRB5LBkhIUmRhBoiwEUb8qUIahyILuDsq+xLIt169a1z0dL/mtZFqlUyqh7mk0ymQy2bZNKpVBKtTkkrePvHPFIKRkbyiG++ylmK1OmCBC2Sezd9fOGxKoUFI+ZgDsvDwNbYOIdMHsgyZfpyLbRGlSE0lDKbEYLkCJxUlVxUmAkXRXLM8RUvwzZXcZXxJB1aDu+pvrNc6Im3PA+2LzXLPizs6u/yeaPQF3C4E1gd1GO2VdBvQmHHoehbatvbwUouYFSOoOW/cjL/Dn5ScQr9XfqQqaLrze8ogXJxz72sa7FQCeefPJJbrrppvb9qakp7rrrLn7xF3+RD3zgA4se282foXWVtRI+8pGP8Pu///vt++VymY0bNzIyMnLFxjwtQuLIyMhPxgJ9hdE7XvO9hx56qK0IqVQq7ZFLHMddiaV+vd5O1m35h3SiNa7pNDQDs5DHcdRlbKNBKWQckT13kmhoPYGTQasYbActZZI9Y2BbNgODg8zNzTE/P8+BAwdM98dv0PR9LBRpWacfQVQ5365JwhhCZZOzmpR1BoVAohm2G9yWO8HW4CwEdfb8x99mRoy1Zdbr169ndnaWI0eOcPDgQcrlcjtluEVkHRgYIIoi5ufn299r729Cuo3jGNuS3NXcz5g+YZxOWyONM8/B9LeNb8jsAShPm2JFOjC8HSbvhLPfhGpSGEgLEIajoRUKiUAzUn7WFHAtEzNICKmJbFdugTiG8jHTuejbsJDoa6dBN839xiwMD8LFLEqVZ6H6fOJR0uXzpJXZf6cO69evfbtL0Pvc9vBy4xUtSH7rt36L97znPRd8zJYtW9r/n5qa4s477+TWW2/l85///KLHjY2N8fjjjy/6Xssae2nnpBMtMuBStFq+VwqtaPfXyxv/9X68nQZqix7XIky27iftYiEEbrlMJATatmk0Gm1+RBAEVCqV9oK8IMnV7ceATRyFLFaJCKTfJH1+iv5wjlrNwh/IoC2btAyps/hzYPivRmVTLBap1+sMDg5iKZ+GDxEWFWUhY49GnCEnfVwR09AeY8zwy9Y3mcnvoa5dMjJgzK6aRbwyD6O7kePXM7Hk/TAxMcHExAR79+5lenqaer1OrVbjG9/4Bp7ntfksURQtyuppFSIt/oirGsYDZGC0o3sTQVA16bzP/D/m3DhpyI2ZQLuZ51CF40zv+gD1l/7dJPLGU0iR/I6EBekhhJRIaSF1hCGWaLBsEC1VUxKUZ9nmteOG+TW4uY4j1UnujWXs5i/mc5EdNs+Lmt19VS51u13wev/c9vDy4hUtSIaHhxkeHl7TY8+cOcOdd97JjTfeyN/8zd8se8Pceuut3H///Zw9e5YNGzYAhujqeR433rgGklgPPVxBdBqotRbNKIogihapXTRGRmpphR1FyFqdcKAfy7KoVCrYtk2lUml3BizLwvM8Go0GQDuhV0pj2hUnJmgIgYwCBs+fIXY9Zod2EbtpEAJhWdQ7/hQIQKCIY0WhUFg0CgmCgFo9bOlP2vscakkxTuOKiIwI2esexPKyjDcPLSZdLknBXQlSyjYf7PDhw+1iCxbb2rdGNXEck8vl8DwPWwdU5yvU3XUgEpJvUIXiycXGZtI23I/yaejfyFF3F/tLY8w9NYdKvRmZvoXhVMze8DtM+gdNiF7sQySSfXfN83UM2mKB9SrMtp1MosSpG6lwZ4OrJaO9FMOzljx35vkFW/vLsd0eeniF8aooA6emprjjjjvYuHEjn/70pzl37hzT09OLuCHveMc72LVrF+973/t45pln+OY3v8kf/uEfcu+99/YUNj284lhqoJbP50FrltHnpFF1aCByHKTfRCjFzTffzOjoaJs30vLc6O/vJ5PJLFKmtDoGpvBxQEqElNy29y383B//GXrrNYhMiowT0WcHiI69kGgsYix02/21pW5pSYqV1lhCY3U8TwMKgQDudh5lcmIEfv7/MgtjUIPqzNp8NdZw7rpdvQoh2tLkKAyRKDKdBUBlJvFgafE5SHJjbNCKo2WLfeVrmNGDuKpBLmXhprPM1AX7Ktdx1NtlihA7bcY7Ku7gjpBIgX3zZdkL5mqZxIa9UVzZ/+Rir8bX6qvSu8rv4VWGVwWp9aGHHuLw4cMcPnyYq666atHPOq8Uv/rVr/KhD32I2267jXQ6zXvf+962LLiHHi4FWimaB15YUOXsuvaS/EpaBmozMzNtroMUAtWF3yS0MUireR4pwNKayclJtm7dyj/8wz9gWRau6y5yabVtu00GlVKgWkUE5rMxku/jTZkc//T1b+ArgZYONe2gtVjEG1EIzLW+JO6iNmhn10gbqUMEMQJNTgbYxCgNaVubgiPdD7/8jzDzbHeZ7SWeu9ZXS2XUOv5WRk8jVIzKCmPMAWmTzNsaY7SnY6JtaqaExf7oOnwhycsAkahgHNfBTtlUGjb7m9vZkvlRYoI2AEUBagVH0zg0YyEnawqU0etMau75w939Ty4Fa/FV6aGHVxleFQXJ+9//ft7//vev+rhNmzaxb9++K79DPbwuUHvssQXfkjBEOA7u1q2X5FvSaaBWLBYJgmCZCVkLRimr0QKarsvGvn7GxsY4evQoQohFHRGg7dhaLBZRKkY1g4TzYMYxXuCz++lnOPDgg5y9/o2EtoOWFhZRwoBYXBTFCLSQF3SVVxqE5UIcItCktI9NRFWnqUcCHvscPPHXC0Zd2992UedrpXPXMp9rSYXj2NjQ53K5tleKl86yd6CKLBdMMJ5qOcRKoDMHyBz3NCPMMUhaBCabRyeJu4CwbNIiYC7KMB3lGHNqhrch7e4FibANqbVwCtyMGVe9/c8u7H9yqVjNV6WHHl5l6L1ze+ihC2qPPcbZ++7DP3gQmclgj4wgMxn8Q4c4e9991B577KK3OTk5yd13390ehaxUkKiOsY2Wkj1vuqkt610pN0doBWFgKgUpEZbpnli1Ct7JIzhxQDAyTGjbKDTEMQo7GbIseX2srm7ynUWQ1hqNQEkHadvY2UEibKTQZNIpyI0aL46WUdfRhy/6fHWiZT43OjpKEARtc7R0Ok0qlSIIAoIgYHR0lHvuuYfJt9+7MNJQieKo7f+RdEeSY6/rFAqJjTKPtVOG/wHgZLBtB6WhHiczoMg3j5OOGQHZachPGA8THWOUNr7pkqSScbGUJiF3+9vM7eUqGq7Udnvo4RXAq6JD0kMPLye0Usx9/guoag17dLS9EItUCuF5RLOzzH3+C2Ruvvmixzet9FvP84jjmGqlgo7jhUyUBAqwlMJJpxlMDACXji46C4RqoYAGUjpmOG6aLsfUGWSpQODYvORJNth2e0SkW/bzYm3730oU7iyiWn4f6XSWuDJFQ7uMunXGUqHZrpM2i3vlrBktbPn/2zv36KjKc/9/996z55KZyY1AJpFLEigqBDw2ogYRiFTEhXjp0kpVxGo5C1u0FLXezqngKctLq7bLG/VGbatSzwEvjXUV+kNQrCBiFASLlXCTZBIiySRzn9n7/f3x7r0zk0ySSUiYzMzzWSsrmZk9e7/PJMN8eZ/n+T4XntQHZkVFBcrKyozum5ycHBQXF6OpqSnBhOaK+JSGKHIRIedwkeBr4Z0wgogc5oUIFVEGyKIEOOO78qI5RRA7WpATaAQkAIIubBQepzVfa0nSbgsC3yWxj+JurifjnEoQWQQJEoLoQnDflwgfPAgpP7+bh40gCJDy8hA+eBDBfV/CVjm5X+fWu21ycnIQ8GnGZoI22VflaRoIIsRoBHaHA7DaDMOznubmhAJ+RBQFEoBCJQQrU6AGAgi3t0GQTDAD6BBUyPLA3+76cDugs8tFkiQ4nU4IahQdEQEWUcUMxxGIcZ3GXQbPlZ494DUA8d03Ol1vG8SmNA5sAXY+D0TDgNnJhVK7G4gG4cJxFIkdaBJGwpRXACGmPZcxhkBUQHHxaXBZS4BvDwCCP8bVFoD/eGdaSJQ10SXwlI1pxKAJMoLIdEiQEEQXlNZWXjNiTuCCCfDBfB4PFM3KvD/Epl1CHR0QmMrrNSBA83IHwFM1vnAY40aPQXFxMRoaGoxdgPnz5+PDDz805uYwRYEpGsYIRJGjdb6wqGLUkYhgUAA05ub1e726J4MuQgoKCtDe3g5RFCHLMvcEMYkoljyYkduAMrMHDREH/KoZOUKYz2tRI7yw1He839c/afSURunZwGnfjR9Gl1MIOF0Qz7wMMyyTUfvRv9ARCsEmRoyi2UAgwAckXnwZxLLboDZ8CtRtBL79mIsQY1ih9otTo7wGRbZ3pn10Qbbnde4NQrUeBJEQEiQE0QWpoACCLIOFwxCs1m6Ps3AYgixDKijo97n1tEtjQwOikTAkUYIi6B9nQudwXskEhQEtx5vxwgsvGNNtRVFEUVERzjjjDCN9kiMw/PMPv4fZZgXM3NxMMEnGh6UqAKo1B2FZhklVoYhij/WqkiQhNzcXiqLA5/MZ19Bn5vj9fjidTsyfPx82m407t7YcxMR/Pocjymj8+cRZaInm8FIWFkURijEDn6BC8ABbHuG26gNNXahqfAFn8ZT+dfD0UgRaAeCyERPiBiSKohg/ILF+K/DBE0CrV5v8GzMB2EATlY4Yh1Q1Aviagb/fz4tl+5rK2zVOEi9ElkCChCC6YJ10Jszl5Qh99RUEzR1UhzEGxeOBZeJEWCed2e9z62mXN9avR1CUYBIAiamIdqnl4CkcBR0dXnR4fcjNzYXD4UAgEMDhw4dx8OBBWCwWmM1mFBUVweIajcA3B2EqNHO3SasNosUCJRhEWDTBKsoICAJs0Sh8mgW9AEDQzMZ0rxG9SBTgVuxerzeuiDYvLw9z5841Jhirqopmux2Hd/8H3nGPREiwwIYQTCyIKCQ0YQRqUYPLhG2oaDsy8HqK+q3xuxuqqs2nkZL7kO/8BfSYNjJqVBoa4D+2l0/kHT0WYklZ53RdvwewjOt9rYJodOnEGbKZ7XyGTW9TebvGmWxcBJEBkOwmiC4Iooii/1wC0Z6DaHMz1GAQTFWhBoOINjdDtNtR9J9LBuRHAvAPvtnTqyFHI3x6bIzgEZkKmSmQ1JgCScCYbqvPrgG4GJBlGU1NTThhy4XqzIf3xLeIhEJgTAXy8xEySTBFFZQFIhAZg6AosAcCkFQV0KzXYy3ndTdUgI9VKCwsRGFhIRwOB3JycrBgwQJDjOioAD7EOQjBDCfzQmYhCGCQocAJL0IwY5t0HlRHCRDy8g/c/kxUrd8K/PVnQMNn2otkAgInuNlY0MPTI4PU0SMe+gClm5dhwocrUPrBLyD+ZRHw5+8Dm37J127Nj3d7TQTTunUAXqeiKloxbX5nsa8zwWuhi56mvTyeQe5UIojhDgkSgkiA/fzzUbJqFSwTJ0L1+xE9fhyq3w/LxIkoWbWy3z4kXflu9XR8J0dG3rcNKIgEuFU8UyCDQYQ2Cl2zRdeHy+mW8ZIkQZIkwxjM6XRCASCPPxNFY8oQCQbha2tFVBAwsqwCVc4ilDe3ILejA2FJgmySMaKwEIUjRiA/Px8FBQWwWCxG+2xsJ40uUhRFQXFxsTGWIZa2tja0+BTYcgshmMxxH9iCIMImKmhRcuFWnPEFrsmgqlwMeL7huw1eN+9cYQoXJmC8NsVkTfwh3x96EgSNnwPuPXx4XsSXxIkYd24NtPLaGdHEzxVbIN212FdV+bpDXh6HbOtdvBBEBkIpG4LoAfv55yPn3HMHxam1K4Io4ryrrsGm559GR4cHrMAKCTwlFFUZVJMMQIib26IPlIttv9UnlNpsNniDIcz/0VKYwkEE2j2w5eZhVBnfzQju+xIzDxzApq++QggMoub0Glu4WVVVhV27dsV18MQVds6YkdC2PRQK8Tk9jlxAEoDWwzxlIQiAIMLEgKAqwK+aeY1LsI3XRyTDrrVcDADckp0xANrugxrlH/bRIBAN8F2IgXb0dBUEAD+nGtWm854A/C38OEcSk3kD7YDJzNecO5rbuXfFFPNauD/n67YVxAsXYNA7lQhiuEKChMgKBmoBL4hiv1t7k2Vs5Vm4eMlPsfWN/0VHmEHRujaYLENrBI6PQZtTo7ffAp1zXUwmE4LBIALBICZMmNDtWrbKyZhUORnW+vpeCzdLSkp6L+yMQVVVNDY2or29HYwxRCIRmEWTlmrqTDdFIUIEQ46ozXsRZV6s2ReqCux6me+4SBatSDd2h4B1drroKRJTEoInUdForCAIewFvMxc6sb+FaBDJ/ZMpAOfcxG3c//EgnySciNjXwv8trxkxdZ88nnRcBJHmkCAhMp7BtIAfbMZWnoXrz6zESy88j+PfnuCpGm3XI5Gbq74jotd96DUf0WjUcHPtjUTmYp1mYn0/rlMfI2ysVisXQ4EA8vLyYDVZ+e6CKIMBCKgyik0+uKQOwNuPSbTuz7mHhyBpfvp6F5K+g8BH+gEmLX2DvgVPbNGoEub3OUuAsefx24qZT/9lqlaYqs01Vru74/aIKAFlM4EJc4DP1yU3ldf9OV93NMTTNF3pj5AjiDSFakiIjGYoLOAHG1GScNHFc2GxWhFVFMMVNba7J1YQ6KLE4XAY4iQQCKCoqAguV9/pBN1cbMKECSgtLe0mNvp6vL6+HrW1tWhqaoLZbIbNZoPD4QBjDG1tbfDJBWCQEFFUdChmWAQFM6z/hujt5yRafTfApM2jYYjZeYkRapKspVW0D/mi7yQWPLE1IoIAhP2A/wTg3g3sfJH/3H5MEyOmzmvpOz781e973UwFPEf6N5XXdRZfd6AV3Xz7+4qLIDIEEiRExtLVAl60WiGIIkSrFaZRo6D6/Gh57nmwYVAoWFFRgWnTphkmZHrtiCzLkOXuW/52ux1ms9kodu2txmMwUVUV27ZtQygUgtPphCzLxsC/goICiKIIXzCKdrkIAcEOp+BHtfQFytgRvhtw2RPJt6/mjOCFpDkFXBCokU6xEIutkKdTun7Ixy+8s0bE4gS8TYASBCSJp4MA3kasaAPz4nYzACSY+ZMYke/o7HubX1Ofyls8GQj7+HXDvu6vRX/EC0FkKJSyITKWobSAHwrGjx+PnTt3Gu6ouhsqAEQiEWOAXGFhIbxeL7xeb681Hj2hqmqfKZmecLvdaGlpgc1m6/aaWiwWFBQUwOv1wma3Ixi0oEN14AOhBF/mzseMC+ahomJ88i+IvmvQtBfIGxNf1yFI2uwYiXeyCAL/kO/JryO2RqS9QRM2smbGAj6lV2GdLbuCpO2KqFqdirZLoirdzx2LKPGOmm+/7ixATXYqry5e9JRSsI2vsbe4CCKDIEFCZCxDaQE/FMQOz3M6nXEf+CaTCYFAAKWlpbj++ut7GCjXN7G1H7HOr8kKGn0WT6xfSSyqqiIUCoExBqfTaXTqNLX5UfvOO3wSb5LCydg1qF0OhDqA3FIuQgJt/MMaEu+sESXA6QIu+FnPH9p60ShTuKgRpS6bHpoyEUQuSpiiTe4VeEpIVbXdk15eZ5ONr9Fs5zshsQWovRiyxZGseCGIDIT+yomMJdYCPhEnYwE/FOgurhaLBR0dHYhEIkb3SmxaRpKkXms8eqJr7YfD4YDZbEZTUxNqa2tRX1/f5zliZ/Ekor29HQDgcDiMdI4sy3A6nQiFQti2bVtcK3OfdE15+L8Fgq0ABF6MWljOP7TbjgDvrOjZPCxnBN9tiOidM11fM61o1mTh3+2jgPxxfPKvqnSmcnpK3UgWYMR3eGrlZAtQdfEy4Xv8O4kRIkugv3QiY9Et4BWPp1u3im4Bby4vH5AF/FBRUVGByy67DMXFxYYzazgcRnFxcf92F7rQU+1Hf8WCvosTCAS6vaZhfzui0ShMktit7kX3SmlpaYHb7e7f4itmATdsAH7wJ566MTu5WJoyCPYAABv4SURBVDCZ+W5HMqZoevon4tdqQmKOYVr7sGwDbCP4Lkk0yGtV/G2AEiO+JJnXtXRGxsUHU3lNChWgEsSAoZQNkbHoFvCNDzyAaHMzpLw8nqYJh6F4PCdtAT9UJNt62x96q/3oKhZKS0t7PI++i1NbW2sYqJlFFZHjh+CLihAgwxFth3Cig+8umB3Gc3WvFL/f3/8ARBEQBV7/oYSBtsPo3NWw8mF2vZmHxaZ/wh1cZIgybyfWa0TsI7kHiWsKP1fTXiCq1acwAKK50/BNsgBKQFuDJszCfp5OogJUghgQ9I4hMpqhtoAfKvpqve0vfdV+mEwmqKqalFiI28XxdyDobUdYUTHC5IdNiECSBO5D0naUf8BrJOuVEoeqAg11wNf/AD57le8+KCFNoJj492gA8BwFlAivE+nJPExP/4yazDMvapiLEZOVp2jCWgfOxQ/yHZmZdwKWXCC3hBe9ijFCThS5QIGgDfpTuVDqbycRQRAGtENCZDxDaQGfLsTWfiRqI+6vWKioqEDZuHFofGkRmoNmjCpsgcvUgVdaz0JT1A6TwCCwCNDRBIxwGF4pxcXFSXmlAOhuYhZo1QpNTTG+IAIXCmqUz7mxFvReu1ExC1jyHrek3/UHoCMmfdS1m2XMuXyHR7bzdE40EN9yLAp8LbINKCgHFjwBlFDNB0EMFBIkRFYwlBbw6UBsB48+2VdnQGIBgNi0GyUdeyDlTsUoxQsRwAzHYdR6TkcHs8AmCDBFgogGOhCIsP55pegmZiEvT58wK5/wC3C/EFXUnFShmZdJvO4jt6Tv2g1RBKbdAlT9KL6bpXgK0LSH78bot/W2Y8covguje6GomnurIAI5RcDc/wFOq0r6tSMIojskSAgiC0hU+5Hs8Lwe0VtpJROg2XNUWNpwWd5+bPOOQ0vUhiBMEMMRFLtOS94rpeugO0EAQu1aIGaealEiMNp0oXmHQADOuCz5HYrYVtz6rcArV/PdGDXC60uKvgOMv4jXq4Q6uL+I39PZAiyA76pc/CClaAhiECBBQhBZgl77kezwvD7RW2mV+BbgCksbysxtcAdl+MMqci75b7imzEpe7CSafCuaYKRnBO2acV4hFu7/MX52/2IAuu/GmCy8dbdpLxcjVT8CDmzma7LYeZ2JawpQdSN/jFI0BDEokCAh0o6BTu4lBrmDx3UWUDQB8HoBkcVZdIhgKI0cBlyTgSmzkv/QVlXg6Me8wFS2dt5vsvHi02hAKzBlfMfCZOW7JEFP4qF9iSb7xq4l0W4MwOtCTFZu235gM3D9//F0jq8FiOQAE88DeigQJghiYNA7ikgrhvPk3nRB7+AZhBNxd9TNzwJtbsCW17m7EGjtvf01kVA49AEXB017eYom5OXCQG8fjq3jgMAfE6SerxVbFBubhoktXG34jF9PMnOxI8cU9QpCZytx0x6e3lFVwO0GmnbzmhZyUiWIQYMECZE26JN7Va+Pz6fRPEX0yb0lq1aRKDnVlM8EpkWB3U8DLV8lN38lkVCwF3G7dVUBrPncwCwS4N/bjgD5Y7noyB3NRYkg8rqOrtfShc6BLcDO54FoGMgpjE/D1C7n7b8AsPG/AH8LjHoUkzXeP8Vk4THprcQH3wd2rAfcWwA1lFjkEAQxIEiQEGlB18m9epeIYLVCsFgQbW5Gy3PPI+fccyl9c6pxVQKV/ws07+l7/kpP9RrNe7mYyB8HmHN4OsZzVOtoUYB2N5B3Gk/l5I0Bpi8DCsbFXytW6PiaeaGrnKN1w9ji0zCbfsnTPIE2bXCeNtsmGugUQGZHvA18/VbgnTsA02i+RlN+d5FDooQgBgwJEiItSLfJvVlHMsPjeqrXAONttADgO853QizOmAm/Ae6YGmjteeclVujINn4tUWsF9hzl57I4O9MwzV9ysZI3Bmg9yK8BiQsTNQJ4GoAREzqvWTyFd+GEvICzAAh7+LpjRc62J/hgPBLEBDEg6J1DpAVJTe6NRIbN5F4iAYm6ZwDNuh28kyYa1MQBuIAorAAKyrhj6sw7uYNqVzGiRIH/9yDfnbHmdU7yFUz8nEzlwkafvcMULjrMdi4eHKO084T4F1O5ADq+j59rxs95DUnLvwFbfvzagfhaE/fnQ/DCEUR2QDskRFoQO7lXsFq7PX4qJvdSd89JovuWmCzx94sSuILQ5sKoMW3EuumZ2cGdU7u+3vVbuRhpqOO3w35+PqZy4SFKnTsletFqJMiPlbv/HSW19mhIq18RO4tgu9aaEATRb0iQEGmBPrk39NVXECyWbk6jiscDy8SJQza5l7p7kqCvFlvdtyQa4qkOHTmHpz0ifl7PEWvPrmq7G/ljNHdUtfOceprGp4kAQeQiJBrht5Uwd3QVTAAYN1NjPi4cBAlgAt818Tbz4yWrNmxP5ccXlPM6k21PAHP+m9/fcgBwyED7EX6MXgQrSJ21JgRBDAj67x2RFuiTe0V7DqLNzVCDQTBVhRoMItrcPKSTe/XuntD+/RBzcmAaORJiTo7R3ePbvn3Qr5l2HHwf+PP3gXU3AG/+hH//8/e5aNBxncU7UgKtnekTHT1tAmgbJSr3/Dj+JZ/O23YUeH1R5zlj61Eco/hOim7rHmuIwlRtiJ4KeL4Bvv2ad+8AQNshfo1oUNtJEcD/SWTc98Rs70zFHPuUF9RGA/z8otw52K/1MO8QKvpO37b1BEH0CAkSIm1IxeTert09otUKQRQhWq0wjRoF1edHy3PPg6nqoF87bXB/wbtPmvbyD3FHMf+ud5/ookQUeT2GxcGLQCMBLhgiAc2afRQvII34uQDpaOTawlnCd0hiz7lrbWc9isnWReCwBItUNf8SBkgyby1mKr8GU7TdEu0YQeK7HgBPxagR4NM/8p8lmZ8LmvARJJ5iioaAC5ZTQStBnASUsiHSilM9uZe6e/pAVYF9b/XudBrbfVIxi7fH6u25XX1Lyi4EGuuAv/4c8BwB8sYmPueuP/CUjKmQ73Akg2jiOyFqFAh5APsowH+c31Yjmg+JLd6HJBriYqfDzYWWqgAwa2kdzbZetvG0ky1vcF9bgsgySJAQacepnNybVHePx5O93T1Nu4H2huS6T/S24IpZwLgLgC/+r7Mlt/JqPqQP4MLA/y0XDD2ds8PNb0eCPJXClL7XKkhajYrIBUjYy+tEWg/x3Q9nCd+F0WGMp5ecJVwEmSxaga0LEMs0UzcTn6Pja6aCVoI4SUiQEEQvDIfunmGN/1uARbt3zugk6j5J5NT6+bpOf5GeunFizwnwXYwTB5ITIwCMVI6Azs4bMH4e2cILWAWxu/191WLgg8e1YtwcLorknM7zRQJU0EoQgwAlPAmiF/TuHsXjAetSiKl395jLy4esu2fYkzOCd7FEQ4kfj3U6BTo7Y3qrN4ntxunpnEzllu99ipGYHZa43RateDUS5Nef+QueNgr7eIFq2MdvX/YEn+jbUzGuvotCBa0EcdKQICGIXkhld09aUDwVyC3lFux9fVh3dWqVbXxHQrbx2yEvf7x4Su8CwH+C131EAjyF0isxz48rPFb5QxE/v1bVj7jp2sI/A1c+w7/rJmxxxbhuPh9HL8btaOx9iCBBEElD7yAia2GqisAXe+H9YBsCX+ztsVMmFd09aYMoApOuSNw50/XDuienVqD7ZN2eunH0Wg4AvGPG1HNqxzi3lplmqtZJw7i7qyjw2hd9fbr9/YTv8e+xAkMvxi2exFM93ub4XRSaYUMQJw3VkBBZSX+Nzk51d09a4aoE5j8GfPjbxJ0z+od1MrUher3JhO/13I1TPotfC4CRkhFEzYNEv49pokczS5MsvABVt4YXRGDUZODiB5MXExWzgLEXAF/tAGQ/n1Dc0xBBgiD6DQkSIuvQjc5Ur4+385rNYOGwYXRWsmpVQlFyKrt70o7ymfxrIE6tOl3rTSpm8Tbgrud0fw5sf0Z7Eut0d1U0nxEjTSPyqbxKlNeJCCIAO+B0AVU38TRNf8WEKAKF44FRo0iIEMQgQ4KEyCq6Gp3p3iKC1QrBYkG0uRktzz2PnHPPpd2P/tLXxF/dqbVpL/cTiU3b6PUmxZPji0MTndN1FjBqEnD4Q+4LIgraPBxw8QFtp0Q0Aaedww3LbHk9CyWCIIYFJEiIrIKMzlKIXhxau5zXgtgKurfYJlMcKorAhSuAlv28lkOJxM+/gchrQy76r4HtghAEkRLonUpkFUkZnUUi2Wt0NtQYxaE9tNj2p57jqt8DrilcjKgR3nkjyUDJVOCaPwDTbiExQhBpBO2QEFkFGZ0NA3qqDemveKiYBSx5j1vNf/MJv++0aUDpf5AQIYg0hAQJkVXoRmehr76CYLHEpW10ozPLxInZa3R2quir3qQ/5zmtin8RBJHW0H8jiKyCjM4IgiCGJ/SvLpF1kNEZQRDE8INSNkRWQkZnBEEQwwsSJETWQkZnBEEQwwf67yBBEARBECmHBAlBEARBECmHBAlBEARBECmHBAlBEARBECmHBAlBEARBECmHBAlBEARBECmHBAlBEARBECknbQTJ5ZdfjrFjx8JqtaKkpASLFi1CQ0ND3DFHjhzBggULYLfbUVRUhNtvvx3hcDhFKyYIgiAIIlnSRpDU1NTg9ddfx/79+7F+/XocOHAAV199tfG4oiiYP38+fD4ftm3bhnXr1mH9+vW44447UrhqgiAIgiCSIW2cWn/+858bP48bNw733HMPrrzySkQiEciyjI0bN2Lfvn04evQoSktLAQCPPfYYbrrpJqxevRq5ubkJzxsKhRAKhYzb7e3tAABVVaGq6pDEoqoqGGNDdv7hBsWbuWRTrEB2xZtNsQKpi1ekcRUGaSNIYjlx4gReeeUVTJ8+HbIsAwA++ugjVFZWGmIEAC655BKEQiHs2rULNTU1Cc/10EMPYdWqVd3uP378OILB4JCsX1VVeDweMMay4o+R4s1csilWILvizaZYgdTF63K5Ttm1hjtpJUjuvvtuPPXUU/D7/Tj//PNRW1trPOZ2u1FcXBx3fEFBAcxmM9xud4/nvPfee7FixQrjdnt7O8aMGYORI0f2uKtysqiqCkEQMHLkyKx5o1O8mUk2xQpkV7zZFCuQffEOR1IqSFauXJlwdyKWnTt34pxzzgEA3HXXXbjllltw+PBhrFq1CjfeeCNqa2shCAIAGN9jYYwlvF/HYrHAYrHEHQ8AXq93yP4oVVWF1+uFzWbLij98ijdzyaZYgeyKN5tiBVIbr9Pp7PVzKltIqSBZtmwZFi5c2OsxZWVlxs9FRUUoKirCxIkTceaZZ2LMmDHYvn07qqur4XK5sGPHjrjntra2IhKJdNs56Y2Ojg4AwJgxY5IPhCAIgiAGiMfjGbId+XQipYJEFxgDQd/J0AtSq6ursXr1ajQ2NqKkpAQAsHHjRlgsFlRVVSV93tLSUhw9enRIFaueFjp69GhW/BFSvJlLNsUKZFe82RQrkNp4nU7nKb3ecCUtakg+/vhjfPzxx5gxYwYKCgpQX1+PX/7ylxg/fjyqq6sBAHPnzsWkSZOwaNEi/PrXv8aJEydw5513YsmSJf364xJFEaNHjx6qUOLIzc3Nije6DsWbuWRTrEB2xZtNsQLZF+9wIi0SgzabDRs2bMCcOXNw+umn4+abb0ZlZSW2bt1q1H9IkoR33nkHVqsVF1xwAX7wgx/gyiuvxG9+85sUr54gCIIgiL5Iix2SKVOmYPPmzX0eN3bs2LjOG4IgCIIg0gNp5cqVK1O9iGxEkiTMnj0bJlNaaMKThuLNXLIpViC74s2mWIHsi3e4ITC9OpQgCIIgCCJFpEUNCUEQBEEQmQ0JEoIgCIIgUg4JEoIgCIIgUg4JEoIgCIIgUg4JklPM5ZdfjrFjx8JqtaKkpASLFi1CQ0ND3DFHjhzBggULYLfbUVRUhNtvvx3hcDhFKx44hw4dwi233ILy8nLYbDaMHz8eDzzwQLdYMiXe1atXY/r06cjJyUF+fn7CYzIlVp1nnnkG5eXlsFqtqKqqwgcffJDqJZ0077//PhYsWIDS0lIIgoA333wz7nHGGFauXInS0lLYbDbMnj0be/fuTdFqT46HHnoI06ZNg9PpxKhRo3DllVdi//79ccdkUrzPPvsspk6dapifVVdX49133zUez6RY0xESJKeYmpoavP7669i/fz/Wr1+PAwcO4OqrrzYeVxQF8+fPh8/nw7Zt27Bu3TqsX78ed9xxRwpXPTD+9a9/QVVV/P73v8fevXvxxBNPYM2aNbjvvvuMYzIp3nA4jGuuuQa33nprwsczKVYA+Mtf/oLly5fj/vvvR11dHS688EJceumlOHLkSKqXdlL4fD6cddZZeOqppxI+/uijj+Lxxx/HU089hZ07d8LlcuHiiy825mClE1u3bsVPf/pTbN++HZs2bUI0GsXcuXPh8/mMYzIp3tGjR+Phhx/GJ598gk8++QQXXXQRrrjiCkN0ZFKsaQkjUspbb73FBEFg4XCYMcbY3/72NyaKIjt27JhxzGuvvcYsFgvzeDypWuag8eijj7Ly8nLjdibGu3btWpaXl9ft/kyL9dxzz2VLly6Nu++MM85g99xzT4pWNPgAYG+88YZxW1VV5nK52MMPP2zcFwwGWV5eHluzZk0qljioNDc3MwBs69atjLHMj5cxxgoKCtgLL7yQFbEOd2iHJIWcOHECr7zyCqZPnw5ZlgEAH330ESorK1FaWmocd8kllyAUCmHXrl2pWuqg4fF4UFhYaNzO9HhjyaRYw+Ewdu3ahblz58bdP3fuXPzzn/9M0aqGnoMHD8LtdsfFbbFYMGvWrIyI2+PxAIDxHs3keBVFwbp16+Dz+VBdXZ3RsaYLJEhSwN133w273Y4RI0bgyJEjeOutt4zH3G43iouL444vKCiA2WyG2+0+1UsdVA4cOIAnn3wSS5cuNe7L5Hi7kkmxtrS0QFGUbvEUFxenXSz9QY8tE+NmjGHFihWYMWMGKisrAWRmvHv27IHD4YDFYsHSpUvxxhtvYNKkSRkZa7pBgmQQWLlyJQRB6PXrk08+MY6/6667UFdXh40bN0KSJNx4441gMYa5giB0uwZjLOH9qaC/8QJAQ0MD5s2bh2uuuQY//vGP4x4bzvEOJNbeGM6xDoSu607nWPpDJsa9bNky7N69G6+99lq3xzIp3tNPPx2fffYZtm/fjltvvRWLFy/Gvn37jMczKdZ0gwz7B4Fly5Zh4cKFvR5TVlZm/FxUVISioiJMnDgRZ555JsaMGYPt27ejuroaLpcLO3bsiHtua2srIpFIN+WeKvobb0NDA2pqalBdXY3nnnsu7rjhHm9/Y+2N4R5rfygqKoIkSd3+59jc3Jx2sfQHl8sFgO8clJSUGPene9y33XYb3n77bbz//vsYPXq0cX8mxms2mzFhwgQAwDnnnIOdO3fid7/7He6++24AmRVrukGCZBDQBcZA0HdGQqEQAKC6uhqrV69GY2Oj8abYuHEjLBYLqqqqBmfBJ0l/4j127BhqampQVVWFtWvXQhTjN+WGe7wn87vtynCPtT+YzWZUVVVh06ZNuOqqq4z7N23ahCuuuCKFKxtaysvL4XK5sGnTJpx99tkAeD3N1q1b8cgjj6R4df2HMYbbbrsNb7zxBrZs2YLy8vK4xzMt3kQwxhAKhbIi1mFPampps5MdO3awJ598ktXV1bFDhw6xzZs3sxkzZrDx48ezYDDIGGMsGo2yyspKNmfOHPbpp5+yf/zjH2z06NFs2bJlKV59/zl27BibMGECu+iii9g333zDGhsbjS+dTIr38OHDrK6ujq1atYo5HA5WV1fH6urqWEdHB2Mss2JljLF169YxWZbZiy++yPbt28eWL1/O7HY7O3ToUKqXdlJ0dHQYvzsA7PHHH2d1dXXs8OHDjDHGHn74YZaXl8c2bNjA9uzZw374wx+ykpIS1t7enuKV959bb72V5eXlsS1btsS9P/1+v3FMJsV77733svfff58dPHiQ7d69m913331MFEW2ceNGxlhmxZqOkCA5hezevZvV1NSwwsJCZrFYWFlZGVu6dCn75ptv4o47fPgwmz9/PrPZbKywsJAtW7bMECzpxNq1axmAhF+xZEq8ixcvThjre++9ZxyTKbHqPP3002zcuHHMbDaz7373u0a7aDrz3nvvJfw9Ll68mDHGW2EfeOAB5nK5mMViYTNnzmR79uxJ7aIHSE/vz7Vr1xrHZFK8N998s/H3OnLkSDZnzhxDjDCWWbGmIwJjMdWUBEEQBEEQKYC6bAiCIAiCSDkkSAiCIAiCSDkkSAiCIAiCSDkkSAiCIAiCSDkkSAiCIAiCSDkkSAiCIAiCSDkkSAiCIAiCSDkkSAiCIAiCSDkkSAiCIAiCSDkkSAiCwE033QRBECAIAmRZRkVFBe688074fD7jmPXr12P27NnIy8uDw+HA1KlT8eCDD+LEiRNx5woEAigoKEBhYSECgUC3az333HOYPXs2cnNzIQgC2trahjw+giCGPyRICIIAAMybNw+NjY2or6/Hr371KzzzzDO48847AQD3338/rr32WkybNg3vvvsuvvjiCzz22GP4/PPP8ac//SnuPOvXr0dlZSUmTZqEDRs2dLuO3+/HvHnzcN99952SuAiCSA9olg1BELjpppvQ1taGN99807hvyZIlqK2txVtvvYXzzjsPv/3tb/Gzn/2s23Pb2tqQn59v3K6pqcHChQvBGMPrr7+OzZs3J7zmli1bUFNTg9bW1rjnEwSRnZhSvQCCIIYnNpsNkUgEr7zyChwOB37yk58kPC5WTBw4cAAfffQRNmzYAMYYli9fjvr6elRUVJyqZRMEkaZQyoYgiG58/PHHePXVVzFnzhz8+9//RkVFBWRZ7vN5L730Ei699FKjhmTevHl46aWXTsGKCYJId0iQEAQBAKitrYXD4YDVakV1dTVmzpyJJ598EowxCILQ5/MVRcHLL7+MG264wbjvhhtuwMsvvwxFUYZy6QRBZACUsiEIAgCv/Xj22WchyzJKS0uNHZGJEydi27ZtiEQive6S/P3vf8exY8dw7bXXxt2vKAo2btyISy+9dEjXTxBEekM7JARBAADsdjsmTJiAcePGxQmP6667Dl6vF88880zC5+ltuy+++CIWLlyIzz77LO7r+uuvx4svvnhKYiAIIn2hHRKCIHrlvPPOwy9+8QvccccdOHbsGK666iqUlpbi66+/xpo1azBjxgxcd911+Otf/4q3334blZWVcc9fvHgx5s+fj+PHj2PkyJFwu91wu934+uuvAQB79uyB0+nE2LFjUVhYmIoQCYIYBtAOCUEQffLII4/g1VdfxY4dO3DJJZdg8uTJWLFiBaZOnYrFixfjj3/8I+x2O+bMmdPtuTU1NXA6nYZfyZo1a3D22WdjyZIlAICZM2fi7LPPxttvv31KYyIIYnhBPiQEQRAEQaQc2iEhCIIgCCLlkCAhCIIgCCLlkCAhCIIgCCLlkCAhCIIgCCLlkCAhCIIgCCLlkCAhCIIgCCLlkCAhCIIgCCLlkCAhCIIgCCLlkCAhCIIgCCLlkCAhCIIgCCLlkCAhCIIgCCLl/H9lD/oQmSDy/wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 558.875x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('default')\n",
    "\n",
    "sns.lmplot('PCA1','PCA2',data=df,hue='y',fit_reg=False);\n",
    "plt.grid(alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
